
# Importing libraries
import pandas as pd
import plotly.express as px
import seaborn as sns
import matplotlib.pyplot as plt
import optuna
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error
import numpy as np
import warnings
warnings.filterwarnings('ignore')


# Loading the dataset from a CSV file named "sales.csv" into a pandas DataFrame
df = pd.read_csv("Dataset_1.csv")


# Using df.head() to display the first 5 rows of the DataFrame

df.head()


from textblob import TextBlob

# Assuming your DataFrame is named df, and the "Review" column contains the reviews
reviews = df['Review']

# Create a new column 'Sentiment' to store the sentiment polarity
df['Sentiment'] = reviews.apply(lambda x: TextBlob(str(x)).sentiment.polarity)

# Display the updated DataFrame with the sentiment column
print(df[['Review', 'Sentiment']])

        Review  Sentiment
0    Excellent       1.00
1    Excellent       1.00
2         Good       0.70
3         Good       0.70
4      Average      -0.15
..         ...        ...
995    Average      -0.15
996       Poor      -0.40
997       Good       0.70
998       Poor      -0.40
999    Average      -0.15

[1000 rows x 2 columns]

df


# Printing information about the dataset
print("Dataset Information:")

# Using df.info() to display basic information about the DataFrame
# This includes the data types, non-null counts, and memory usage
# It's useful for understanding the dataset's structure and identifying missing values

print(df.info())

Dataset Information:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 19 columns):
 #   Column                   Non-Null Count  Dtype  
---  ------                   --------------  -----  
 0   Invoice ID               1000 non-null   object 
 1   Branch                   1000 non-null   object 
 2   City                     1000 non-null   object 
 3   Customer type            1000 non-null   object 
 4   Gender                   1000 non-null   object 
 5   Product line             1000 non-null   object 
 6   Unit price               1000 non-null   float64
 7   Quantity                 1000 non-null   int64  
 8   Tax 5%                   1000 non-null   float64
 9   Total                    1000 non-null   float64
 10  Date                     1000 non-null   object 
 11  Time                     1000 non-null   object 
 12  Payment                  1000 non-null   object 
 13  cogs                     1000 non-null   float64
 14  gross margin percentage  1000 non-null   float64
 15  gross income             1000 non-null   float64
 16  Rating                   1000 non-null   float64
 17  Review                   1000 non-null   object 
 18  Sentiment                1000 non-null   float64
dtypes: float64(8), int64(1), object(10)
memory usage: 148.6+ KB
None


# Generating summary statistics for numerical columns in the DataFrame using describe()
# Extracting the column names from the resulting DataFrame to provide an overview of available numerical features
df.describe().columns

Index(['Unit price', 'Quantity', 'Tax 5%', 'Total', 'cogs',
       'gross margin percentage', 'gross income', 'Rating', 'Sentiment'],
      dtype='object')


# Displaying missing values count for each column
print("\nMissing Values:")
print(df.isnull().sum())

# Creating a heatmap using Plotly
fig = px.imshow(df.isnull(), 
                labels=dict(color="Missing Values"),
                color_continuous_scale='viridis',
                title='Missing Values Heatmap')

# Updating layout for better display
fig.update_layout(width=800, height=500, coloraxis_showscale=False)

# Showing the interactive plot
fig.show()

Missing Values:
Invoice ID                 0
Branch                     0
City                       0
Customer type              0
Gender                     0
Product line               0
Unit price                 0
Quantity                   0
Tax 5%                     0
Total                      0
Date                       0
Time                       0
Payment                    0
cogs                       0
gross margin percentage    0
gross income               0
Rating                     0
Review                     0
Sentiment                  0
dtype: int64


# Displaying unique values count for each categorical column
print("\nUnique Values in Categorical Columns:")
for col in df.select_dtypes(include='object').columns:
    print(f"{col}: {df[col].nunique()} unique values")

Unique Values in Categorical Columns:
Invoice ID: 1000 unique values
Branch: 3 unique values
City: 3 unique values
Customer type: 2 unique values
Gender: 2 unique values
Product line: 6 unique values
Date: 89 unique values
Time: 506 unique values
Payment: 3 unique values
Review: 4 unique values


# Count the occurrences of each unique value in the 'City' column and display the result
city_counts = df['City'].value_counts()


# Visualizing City-wise Sales Distribution
city_counts = df['City'].value_counts()
fig_city = px.bar(x=city_counts.index, y=city_counts.values, text=city_counts.values,
                  labels={'x': 'City', 'y': 'Count'},
                  title='City-wise Sales Distribution')
fig_city.update_traces(texttemplate='%{text}', textposition='outside')
fig_city.show()


# Count the occurrences of each unique value in the 'Customer type' column and display the result
df['Customer type'].value_counts()

Member    501
Normal    499
Name: Customer type, dtype: int64


# Visualizing Customer Type Distribution
customer_type_counts = df['Customer type'].value_counts()
fig_customer_type = px.pie(customer_type_counts, names=customer_type_counts.index,
                           title='Customer Type Distribution')
fig_customer_type.show()


# Count the occurrences of each unique value in the 'Product line' column and display the result
df['Product line'].value_counts()

Fashion accessories       178
Food and beverages        174
Electronic accessories    170
Sports and travel         166
Home and lifestyle        160
Health and beauty         152
Name: Product line, dtype: int64


# Visualizing Product Line-wise Sales Distribution
product_line_counts = df['Product line'].value_counts()
fig_product_line = px.bar(x=product_line_counts.index, y=product_line_counts.values, text=product_line_counts.values,
                          labels={'x': 'Product Line', 'y': 'Count'},
                          title='Product Line-wise Sales Distribution')
fig_product_line.update_traces(texttemplate='%{text}', textposition='outside')
fig_product_line.show()


# Count the occurrences of each unique value in the 'Gender' column and display the result
df['Gender'].value_counts()

Female    501
Male      499
Name: Gender, dtype: int64


# Visualizing Gender Distribution
gender_counts = df['Gender'].value_counts()
fig_gender = px.pie(gender_counts, names=gender_counts.index, title='Gender Distribution')
fig_gender.show()


# Count the occurrences of each unique value in the 'Branch' column and display the result
df['Branch'].value_counts()

A    340
B    332
C    328
Name: Branch, dtype: int64


# Visualizing Branch-wise Sales Distribution
branch_counts = df['Branch'].value_counts()
fig_branch = px.bar(x=branch_counts.index, y=branch_counts.values, text=branch_counts.values,
                    labels={'x': 'Branch', 'y': 'Count'},
                    title='Branch-wise Sales Distribution')
fig_branch.update_traces(texttemplate='%{text}', textposition='outside')
fig_branch.show()


# Drop irrelevant columns
df = df.drop(["Invoice ID", "Date", "Time","Review"], axis=1)

# Impute numerical features with mean and categorical features with mode
df.fillna(df.mean(numeric_only=True), inplace=True)
df.fillna(df.mode().iloc[0], inplace=True)


# Convert categorical variables to numerical using label encoding
from sklearn.preprocessing import LabelEncoder

label_encoder = LabelEncoder()
df['City'] = label_encoder.fit_transform(df['City'])
df['Customer type'] = label_encoder.fit_transform(df['Customer type'])
df['Gender'] = label_encoder.fit_transform(df['Gender'])
df['Branch'] = label_encoder.fit_transform(df['Branch'])
df['Product line'] = label_encoder.fit_transform(df['Product line'])
df['Payment'] = label_encoder.fit_transform(df['Payment'])


# Display the preprocessed data
print("Preprocessed Data Preview:")
df.head()

Preprocessed Data Preview:


# Scatter plot between "Unit price" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Unit price", y="Total", title="Scatter Plot: Unit Price vs. Total Sales",
                          labels={"Unit price": "Unit Price", "Total": "Total Sales"})
scatter_plot.show()


# Scatter plot between "Quantity" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Quantity", y="Total", title="Scatter Plot: Quantity vs. Total Sales",
                          labels={"Quantity": "Quantity", "Total": "Total Sales"})
scatter_plot.show()


# Specify the numerical columns for outlier detection
numerical_columns = df.select_dtypes(include=['float64']).columns

# Function to detect and handle outliers using IQR
def handle_outliers(dataframe, columns):
    for column in columns:
        # Calculate the IQR (Interquartile Range)
        Q1 = dataframe[column].quantile(0.25)
        Q3 = dataframe[column].quantile(0.75)
        IQR = Q3 - Q1

        # Define the upper and lower bounds
        lower_bound = Q1 - 1.5 * IQR
        upper_bound = Q3 + 1.5 * IQR

        # Identify and handle outliers by capping them at the bounds
        dataframe[column] = dataframe[column].apply(lambda x: lower_bound if x < lower_bound else (upper_bound if x > upper_bound else x))

# Apply outlier detection and handling
handle_outliers(df, numerical_columns)


# Visualizing the distribution of numerical variables using a pair plot
# The seaborn library's pairplot is used to create scatterplots for numerical variables
sns.pairplot(df[['Unit price', 'Quantity', 'Tax 5%', 'Rating', 'Total']])
plt.show()


df.corr()


# Visualizing the correlation matrix using a heatmap
# The seaborn library's heatmap is used with correlation values annotated
correlation_matrix = df.corr()

# Set the size of the plot
plt.figure(figsize=(15, 12))  # Adjust the values as needed

# Create the heatmap with annotated correlation values
sns.heatmap(correlation_matrix, annot=True, cmap="coolwarm")

# Display the plot
plt.show()


# Visualizing sales distribution by product line using a boxplot
plt.figure(figsize=(12, 6))
sns.boxplot(x="Product line", y="Total", data=df)
plt.title("Sales Distribution by Product Line")
plt.show()


# Distribution of Numerical Features
fig_dist_numerical = px.histogram(df, x="Unit price", title="Distribution of Unit Price")
fig_dist_numerical.update_layout(bargap=0.1)
fig_dist_numerical.update_xaxes(title_text="Unit Price")
fig_dist_numerical.update_yaxes(title_text="Count")
fig_dist_numerical.show()


# Correlation Analysis - Scatter Matrix
fig_scatter_matrix = px.scatter_matrix(df, dimensions=["Unit price", "Quantity", "Tax 5%", "Rating", "Total"],
                                      title="Scatter Matrix of Numerical Features")

# Manually set diagonal_visible to False for each subplot
for i in range(len(fig_scatter_matrix.data)):
    fig_scatter_matrix.update_traces(diagonal_visible=False, selector=dict(type='scatter', row=i, col=i))

fig_scatter_matrix.show()


from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time


# Define features (X) and target variable (y)
# Hybrid the models with Sentimental analysis column
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]

# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Modeling - Lasso Regression
lasso_model = Lasso()
lasso_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
lasso_grid = GridSearchCV(lasso_model, lasso_params, cv=5)

# Training time for Lasso Regression
start_time = time.time()
lasso_grid.fit(X_train, y_train)
lasso_best = lasso_grid.best_estimator_
lasso_training_time = time.time() - start_time

# Testing time for Lasso Regression
start_time = time.time()
lasso_pred = lasso_best.predict(X_test)
lasso_testing_time = time.time() - start_time

# Modeling - Ridge Regression
ridge_model = Ridge()
ridge_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
ridge_grid = GridSearchCV(ridge_model, ridge_params, cv=5)

# Training time for Ridge Regression
start_time = time.time()
ridge_grid.fit(X_train, y_train)
ridge_best = ridge_grid.best_estimator_
ridge_training_time = time.time() - start_time

# Testing time for Ridge Regression
start_time = time.time()
ridge_pred = ridge_best.predict(X_test)
ridge_testing_time = time.time() - start_time

# Evaluate models
lasso_rmse = np.sqrt(mean_squared_error(y_test, lasso_pred))
ridge_rmse = np.sqrt(mean_squared_error(y_test, ridge_pred))

lasso_mae = mean_absolute_error(y_test, lasso_pred)
ridge_mae = mean_absolute_error(y_test, ridge_pred)

print(f"Lasso Regression RMSE: {lasso_rmse}")
print(f"Lasso Regression MAE: {lasso_mae}")
print(f"Lasso Regression Training Time: {lasso_training_time} seconds")
print(f"Lasso Regression Testing Time: {lasso_testing_time} seconds")
print(f"Ridge Regression RMSE: {ridge_rmse}")
print(f"Ridge Regression MAE: {ridge_mae}")
print(f"Ridge Regression Training Time: {ridge_training_time} seconds")
print(f"Ridge Regression Testing Time: {ridge_testing_time} seconds")

Lasso Regression RMSE: 0.004577426420253069
Lasso Regression MAE: 0.0037533337868420258
Lasso Regression Training Time: 0.1044931411743164 seconds
Lasso Regression Testing Time: 0.0012819766998291016 seconds
Ridge Regression RMSE: 1.6602081280385867e-08
Ridge Regression MAE: 1.2304493317571997e-08
Ridge Regression Training Time: 0.11434030532836914 seconds
Ridge Regression Testing Time: 0.0003972053527832031 seconds


# Plotting Lasso Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, lasso_pred, color='blue', label='Lasso Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Lasso Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()

# Plotting Ridge Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, ridge_pred, color='green', label='Ridge Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Ridge Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()


from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time

# Define features (X) and target variable (y)
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]

# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Standardize the data
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)
X_test_scaled = scaler.transform(X_test)

# Build a Sequential model
model = Sequential()
model.add(Dense(64, input_dim=X_train_scaled.shape[1], activation='relu'))
model.add(Dense(32, activation='relu'))
model.add(Dense(1, activation='linear'))

# Compile the model
model.compile(optimizer=Adam(learning_rate=0.001), loss='mean_squared_error')

# Training time for Neural Network
start_time = time.time()
model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
nn_training_time = time.time() - start_time

# Testing time for Neural Network
start_time = time.time()
nn_pred = model.predict(X_test_scaled).flatten()
nn_testing_time = time.time() - start_time

# Evaluate the model
nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
nn_mae = mean_absolute_error(y_test, nn_pred)

print(f"Neural Network RMSE: {nn_rmse}")
print(f"Neural Network MAE: {nn_mae}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")

WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 410us/step
Neural Network RMSE: 37.62409624616915
Neural Network MAE: 31.186612426300048
Neural Network Training Time: 1.00553297996521 seconds
Neural Network Testing Time: 0.04810905456542969 seconds


def plot_feature_importance(model, feature_names, title):
    importance = model.coef_  # Assuming the model has a coef_ attribute (e.g., Lasso or Ridge)
    feature_importance = pd.Series(importance, index=feature_names)
    feature_importance = feature_importance.sort_values(ascending=False)

    plt.figure(figsize=(10, 6))
    feature_importance.plot(kind='bar')
    plt.title(title)
    plt.show()

# Now you can use this function in your code
plot_feature_importance(lasso_best, X.columns, 'Lasso Model - Feature Importance')
plot_feature_importance(ridge_best, X.columns, 'Ridge Model - Feature Importance')


import optuna
from sklearn.model_selection import train_test_split
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
import numpy as np
import time


# Lasso Regression
def lasso_objective(trial):
    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
    lasso = Lasso(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
    start_time = time.time()
    lasso.fit(X_train, y_train)
    lasso_training_time = time.time() - start_time
    y_pred = lasso.predict(X_test)
    lasso_testing_time = time.time() - start_time
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    return rmse, mae, lasso_training_time, lasso_testing_time

# Ridge Regression
def ridge_objective(trial):
    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
    ridge = Ridge(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
    start_time = time.time()
    ridge.fit(X_train, y_train)
    ridge_training_time = time.time() - start_time
    y_pred = ridge.predict(X_test)
    ridge_testing_time = time.time() - start_time
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    return rmse, mae, ridge_training_time, ridge_testing_time

# Define the Optuna objective function
def nn_objective(trial):
    start_time = time.time()
    # Hyperparameters to be optimized
    n_units_1 = trial.suggest_int('n_units_1', 10, 100)
    n_units_2 = trial.suggest_int('n_units_2', 10, 100)
    learning_rate = trial.suggest_loguniform('learning_rate', 1e-5, 1e-2)

    # Build the model
    model = Sequential()
    model.add(Dense(n_units_1, input_dim=X_train_scaled.shape[1], activation='relu'))
    model.add(Dense(n_units_2, activation='relu'))
    model.add(Dense(1, activation='linear'))

    # Compile the model
    model.compile(optimizer=Adam(learning_rate=learning_rate), loss='mean_squared_error')

    # Train the model
    model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
    
    nn_training_time = time.time() - start_time

    # Make predictions on the test set
    start_time = time.time()
    nn_pred = model.predict(X_test_scaled).flatten()
    nn_testing_time = time.time() - start_time

    # Evaluate the model
    nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
    nn_mae = mean_absolute_error(y_test, nn_pred)

    return nn_rmse, nn_mae, nn_training_time, nn_testing_time


# Create the Optuna study for Lasso
lasso_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
lasso_study.optimize(lasso_objective, n_trials=100)
best_lasso_trials = lasso_study.best_trials  # Use best_trials instead of best_params
best_lasso_params = best_lasso_trials[0].params
best_lasso_alpha = best_lasso_params['alpha']
lasso_rmse, lasso_mae, lasso_training_time, lasso_testing_time = best_lasso_trials[0].values

# Create the Optuna study for Ridge
ridge_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
ridge_study.optimize(ridge_objective, n_trials=100)
best_ridge_trials = ridge_study.best_trials
best_ridge_params = best_ridge_trials[0].params
best_ridge_alpha = best_ridge_params['alpha']
ridge_rmse, ridge_mae, ridge_training_time, ridge_testing_time = best_ridge_trials[0].values

# Create the Optuna study for Neural Network
nn_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
nn_study.optimize(nn_objective, n_trials=100)
best_nn_trials = nn_study.best_trials
best_nn_params = best_nn_trials[0].params
best_nn_rmse, best_nn_mae, nn_training_time, nn_testing_time = best_nn_trials[0].values

# Print or use the extracted values as needed
print("Best Lasso Params:", best_lasso_params)
print("Best Lasso Alpha:", best_lasso_alpha)
print("Lasso RMSE:", lasso_rmse)
print("Lasso MAE:", lasso_mae)
print("Lasso Training Time:", lasso_training_time)
print("Lasso Testing Time:", lasso_testing_time)

print("Best Ridge Params:", best_ridge_params)
print("Best Ridge Alpha:", best_ridge_alpha)
print("Ridge RMSE:", ridge_rmse)
print("Ridge MAE:", ridge_mae)
print("Ridge Training Time:", ridge_training_time)
print("Ridge Testing Time:", ridge_testing_time)

print("Best Neural Network Params:", best_nn_params)
print("Best Neural Network RMSE:", best_nn_rmse)
print("Best Neural Network MAE:", best_nn_mae)
print("Neural Network Training Time:", nn_training_time)
print("Neural Network Testing Time:", nn_testing_time)

[I 2023-12-30 08:07:07,718] A new study created in memory with name: no-name-282d7387-d8ac-4bb6-82ee-4c99f30cae67
[I 2023-12-30 08:07:07,739] Trial 0 finished with values: [0.006748731216195174, 0.005533729778822067, 0.015430212020874023, 0.016001224517822266] and parameters: {'alpha': 1.4743505623008049}. 
[I 2023-12-30 08:07:07,763] Trial 1 finished with values: [0.01987592406861214, 0.01629758088990492, 0.008682966232299805, 0.010225057601928711] and parameters: {'alpha': 4.342161346759923}. 
[I 2023-12-30 08:07:07,786] Trial 2 finished with values: [0.18996794822771257, 0.15576724845821852, 0.002825021743774414, 0.003857851028442383] and parameters: {'alpha': 41.50103809338942}. 
[I 2023-12-30 08:07:07,803] Trial 3 finished with values: [0.02075834828019378, 0.014966725262895029, 0.0032198429107666016, 0.004168033599853516] and parameters: {'alpha': 0.00010641322051209548}. 
[I 2023-12-30 08:07:07,820] Trial 4 finished with values: [0.014170223250593196, 0.011619100518669328, 0.01385188102722168, 0.014354944229125977] and parameters: {'alpha': 3.0956747198908805}. 
[I 2023-12-30 08:07:07,839] Trial 5 finished with values: [0.020970416365361105, 0.015134824107303775, 0.007285118103027344, 0.008480072021484375] and parameters: {'alpha': 1.684325820394431e-05}. 
[I 2023-12-30 08:07:07,852] Trial 6 finished with values: [0.04854477235918439, 0.0398050602112931, 0.002858877182006836, 0.0032067298889160156] and parameters: {'alpha': 10.605254547976166}. 
[I 2023-12-30 08:07:07,860] Trial 7 finished with values: [0.020964766535789315, 0.015130134025501922, 0.0054738521575927734, 0.005975008010864258] and parameters: {'alpha': 1.9109096801670537e-05}. 
[I 2023-12-30 08:07:07,877] Trial 8 finished with values: [0.0208762365711582, 0.015058913977945813, 0.013016939163208008, 0.013503074645996094] and parameters: {'alpha': 5.541867264769122e-05}. 
[I 2023-12-30 08:07:07,903] Trial 9 finished with values: [0.0014771516962510307, 0.001211214088618542, 0.02031111717224121, 0.021507978439331055] and parameters: {'alpha': 0.32270353694420273}. 
[I 2023-12-30 08:07:07,912] Trial 10 finished with values: [0.008857274627503684, 0.007271582432778478, 0.00475311279296875, 0.005155086517333984] and parameters: {'alpha': 0.23276685269088365}. 
[I 2023-12-30 08:07:07,922] Trial 11 finished with values: [0.02098305876240049, 0.01514527520174811, 0.006014823913574219, 0.006680011749267578] and parameters: {'alpha': 1.1794200594941956e-05}. 
[I 2023-12-30 08:07:07,929] Trial 12 finished with values: [0.08742601172720478, 0.07168635244771523, 0.004067897796630859, 0.004480123519897461] and parameters: {'alpha': 19.099381116100837}. 
[I 2023-12-30 08:07:07,938] Trial 13 finished with values: [0.0007706147022338535, 0.0006009199542745059, 0.004982948303222656, 0.005544185638427734] and parameters: {'alpha': 0.15590150110939388}. 
[I 2023-12-30 08:07:07,985] Trial 14 finished with values: [0.02097606302908467, 0.015139499461157896, 0.016914844512939453, 0.018500089645385742] and parameters: {'alpha': 1.4584534861582748e-05}. 
[I 2023-12-30 08:07:08,009] Trial 15 finished with values: [0.02036563452302881, 0.014631710087047622, 0.009857177734375, 0.01055002212524414] and parameters: {'alpha': 0.0003456014006808948}. 
[I 2023-12-30 08:07:08,046] Trial 16 finished with values: [0.0023210309205574666, 0.0019067995584636855, 0.012925863265991211, 0.013499021530151367] and parameters: {'alpha': 0.19385035492928873}. 
[I 2023-12-30 08:07:08,071] Trial 17 finished with values: [0.19375767185351872, 0.15887469277773403, 0.010373830795288086, 0.011595010757446289] and parameters: {'alpha': 42.328953886680615}. 
[I 2023-12-30 08:07:08,101] Trial 18 finished with values: [0.012499053191213595, 0.010248797979291967, 0.015074014663696289, 0.016265869140625] and parameters: {'alpha': 2.7305852774483}. 
[I 2023-12-30 08:07:08,136] Trial 19 finished with values: [0.017063066960966763, 0.012306199336064295, 0.0040929317474365234, 0.005243062973022461] and parameters: {'alpha': 0.004109915911569027}. 
[I 2023-12-30 08:07:08,164] Trial 20 finished with values: [0.010860875710001302, 0.008905548230500155, 0.016509056091308594, 0.016996145248413086] and parameters: {'alpha': 2.372703504852026}. 
[I 2023-12-30 08:07:08,187] Trial 21 finished with values: [0.019726623492178172, 0.014162518741017118, 0.011574745178222656, 0.015459775924682617] and parameters: {'alpha': 0.0008754176948480788}. 
[I 2023-12-30 08:07:08,209] Trial 22 finished with values: [0.02094304247890955, 0.015112361417328479, 0.016613006591796875, 0.017383098602294922] and parameters: {'alpha': 2.7876853396069776e-05}. 
[I 2023-12-30 08:07:08,223] Trial 23 finished with values: [0.030537308743314163, 0.025039553264854072, 0.009041070938110352, 0.010177850723266602] and parameters: {'alpha': 6.671283367819634}. 
[I 2023-12-30 08:07:08,241] Trial 24 finished with values: [0.009648624965759254, 0.007015336762587481, 0.012077093124389648, 0.013344049453735352] and parameters: {'alpha': 0.014051542669258111}. 
[I 2023-12-30 08:07:08,246] Trial 25 finished with values: [0.0017257632087456002, 0.0014167077045251907, 0.001990079879760742, 0.0024521350860595703] and parameters: {'alpha': 0.08293433279077395}. 
[I 2023-12-30 08:07:08,275] Trial 26 finished with values: [0.0017090229468303632, 0.0014013406180463052, 0.025742053985595703, 0.026259899139404297] and parameters: {'alpha': 0.37335891182689795}. 
[I 2023-12-30 08:07:08,295] Trial 27 finished with values: [0.01824503736597513, 0.013127872642081338, 0.007220268249511719, 0.011547088623046875] and parameters: {'alpha': 0.0026386477900267793}. 
[I 2023-12-30 08:07:08,330] Trial 28 finished with values: [0.0043992595446962395, 0.0036072430161079084, 0.02836298942565918, 0.029553890228271484] and parameters: {'alpha': 0.9610770640849801}. 
[I 2023-12-30 08:07:08,342] Trial 29 finished with values: [0.06559097144541204, 0.053782362977914264, 0.005871295928955078, 0.00706934928894043] and parameters: {'alpha': 14.329224639945874}. 
[I 2023-12-30 08:07:08,354] Trial 30 finished with values: [0.018980661493997714, 0.013641943304023236, 0.007032155990600586, 0.007471799850463867] and parameters: {'alpha': 0.0017562400152620072}. 
[I 2023-12-30 08:07:08,379] Trial 31 finished with values: [0.010110529979855122, 0.008290290283743805, 0.012206077575683594, 0.013445138931274414] and parameters: {'alpha': 2.2087804482233833}. 
[I 2023-12-30 08:07:08,393] Trial 32 finished with values: [0.0204334074620198, 0.01468533803289188, 0.007364034652709961, 0.009067058563232422] and parameters: {'alpha': 0.0002976351967040082}. 
[I 2023-12-30 08:07:08,426] Trial 33 finished with values: [0.007623886446153861, 0.006257510864855868, 0.016137123107910156, 0.017107248306274414] and parameters: {'alpha': 0.08521350535750963}. 
[I 2023-12-30 08:07:08,444] Trial 34 finished with values: [0.06363826790237978, 0.05218121256917575, 0.010254859924316406, 0.013718843460083008] and parameters: {'alpha': 13.902630444012505}. 
[I 2023-12-30 08:07:08,462] Trial 35 finished with values: [0.017596004373178487, 0.012676880231600433, 0.009369850158691406, 0.010322809219360352] and parameters: {'alpha': 0.0034405542358647337}. 
[I 2023-12-30 08:07:08,480] Trial 36 finished with values: [0.20909071695197717, 0.17144726761340592, 0.0026259422302246094, 0.0033838748931884766] and parameters: {'alpha': 45.678662585735694}. 
[I 2023-12-30 08:07:08,500] Trial 37 finished with values: [0.0033092797575328915, 0.002713496708344296, 0.014609336853027344, 0.016231298446655273] and parameters: {'alpha': 0.7229564069567601}. 
[I 2023-12-30 08:07:08,507] Trial 38 finished with values: [0.020713317300136806, 0.014934239125253379, 0.005017280578613281, 0.005506277084350586] and parameters: {'alpha': 0.00012681553566158097}. 
[I 2023-12-30 08:07:08,515] Trial 39 finished with values: [0.1172502309660855, 0.09614119660219746, 0.0035247802734375, 0.004719734191894531] and parameters: {'alpha': 25.61488054792368}. 
[I 2023-12-30 08:07:08,524] Trial 40 finished with values: [0.01791099073828877, 0.01289586066981168, 0.005362987518310547, 0.006459951400756836] and parameters: {'alpha': 0.0030492578143839055}. 
[I 2023-12-30 08:07:08,531] Trial 41 finished with values: [0.001532203981615268, 0.001257033148127933, 0.003419160842895508, 0.004481077194213867] and parameters: {'alpha': 0.06506602441015817}. 
[I 2023-12-30 08:07:08,547] Trial 42 finished with values: [0.0030966040408822574, 0.0025391098630683294, 0.011831045150756836, 0.013361215591430664] and parameters: {'alpha': 0.6764945532652855}. 
[I 2023-12-30 08:07:08,575] Trial 43 finished with values: [0.3055819609411185, 0.2505668018123214, 0.00484013557434082, 0.005568027496337891] and parameters: {'alpha': 66.75846488832886}. 
[I 2023-12-30 08:07:08,595] Trial 44 finished with values: [0.02028133567072798, 0.0145680317513854, 0.008111953735351562, 0.009721755981445312] and parameters: {'alpha': 0.00040743527596827963}. 
[I 2023-12-30 08:07:08,618] Trial 45 finished with values: [0.0013849476174079209, 0.0011356098838391838, 0.01479196548461914, 0.01573777198791504] and parameters: {'alpha': 0.3025603231623929}. 
[I 2023-12-30 08:07:08,637] Trial 46 finished with values: [0.043786398149314495, 0.03590335539887061, 0.005347728729248047, 0.0065348148345947266] and parameters: {'alpha': 9.565724084079923}. 
[I 2023-12-30 08:07:08,651] Trial 47 finished with values: [0.002013761529088037, 0.001652891381383048, 0.0034830570220947266, 0.003946065902709961] and parameters: {'alpha': 0.09321120098532469}. 
[I 2023-12-30 08:07:08,666] Trial 48 finished with values: [0.016615987513137823, 0.011994977081137418, 0.002917051315307617, 0.0037190914154052734] and parameters: {'alpha': 0.004677262972630908}. 
[I 2023-12-30 08:07:08,686] Trial 49 finished with values: [0.0032233392580288656, 0.0026464249133816863, 0.0052490234375, 0.006295919418334961] and parameters: {'alpha': 0.07968369105096705}. 
[I 2023-12-30 08:07:08,707] Trial 50 finished with values: [0.019716910769553647, 0.014155618907280152, 0.0014591217041015625, 0.0017750263214111328] and parameters: {'alpha': 0.0008854133560132987}. 
[I 2023-12-30 08:07:08,718] Trial 51 finished with values: [0.02066113804097598, 0.014884083517710485, 0.0037491321563720703, 0.004841804504394531] and parameters: {'alpha': 0.000159900693912882}. 
[I 2023-12-30 08:07:08,732] Trial 52 finished with values: [0.0013380245397715525, 0.0010978706842562237, 0.008012056350708008, 0.009309768676757812] and parameters: {'alpha': 0.05106297744572629}. 
[I 2023-12-30 08:07:08,750] Trial 53 finished with values: [0.019209959298898883, 0.013801816308130724, 0.00345611572265625, 0.004662990570068359] and parameters: {'alpha': 0.0014849170458336909}. 
[I 2023-12-30 08:07:08,764] Trial 54 finished with values: [0.01987019561874675, 0.014264183402506445, 0.0023949146270751953, 0.002804994583129883] and parameters: {'alpha': 0.0007297982713279108}. 
[I 2023-12-30 08:07:08,785] Trial 55 finished with values: [0.01459733985635282, 0.011969321590537652, 0.015969038009643555, 0.017334938049316406] and parameters: {'alpha': 3.1889840527895443}. 
[I 2023-12-30 08:07:08,812] Trial 56 finished with values: [0.013933133936513147, 0.011424695354856107, 0.012910127639770508, 0.014143943786621094] and parameters: {'alpha': 3.0438793894142204}. 
[I 2023-12-30 08:07:08,826] Trial 57 finished with values: [0.0028379337013789184, 0.0023299867613812177, 0.009373903274536133, 0.010895252227783203] and parameters: {'alpha': 0.07083626173596524}. 
[I 2023-12-30 08:07:08,830] Trial 58 finished with values: [0.01940702237141998, 0.013937009052529632, 0.0015621185302734375, 0.0018761157989501953] and parameters: {'alpha': 0.0012444142070209589}. 
[I 2023-12-30 08:07:08,847] Trial 59 finished with values: [0.003910562414083246, 0.0032065280108996763, 0.012778043746948242, 0.013352155685424805] and parameters: {'alpha': 0.8543146421820904}. 
[I 2023-12-30 08:07:08,863] Trial 60 finished with values: [0.005640682095592834, 0.004630987229974011, 0.008807182312011719, 0.010372161865234375] and parameters: {'alpha': 0.1445331538307029}. 
[I 2023-12-30 08:07:08,874] Trial 61 finished with values: [0.019793404574360234, 0.014209875548719487, 0.004992008209228516, 0.0054721832275390625] and parameters: {'alpha': 0.0008070983031970975}. 
[I 2023-12-30 08:07:08,895] Trial 62 finished with values: [0.005535504869861423, 0.00453892548953319, 0.0162351131439209, 0.017461061477661133] and parameters: {'alpha': 1.2093050464923059}. 
[I 2023-12-30 08:07:08,901] Trial 63 finished with values: [0.07885312671805818, 0.06465687867763185, 0.0026900768280029297, 0.0030510425567626953] and parameters: {'alpha': 17.226519769475107}. 
[I 2023-12-30 08:07:08,915] Trial 64 finished with values: [0.014343319763863925, 0.010404409006275523, 0.007635831832885742, 0.008910894393920898] and parameters: {'alpha': 0.007623571978606421}. 
[I 2023-12-30 08:07:08,924] Trial 65 finished with values: [0.23252607800603528, 0.19066346561981604, 0.004525184631347656, 0.004872322082519531] and parameters: {'alpha': 50.79843053032656}. 
[I 2023-12-30 08:07:08,946] Trial 66 finished with values: [0.003877748174041777, 0.003185299950428657, 0.018423080444335938, 0.018961191177368164] and parameters: {'alpha': 0.024724028090119483}. 
[I 2023-12-30 08:07:08,961] Trial 67 finished with values: [0.06491962780384501, 0.05323188405348386, 0.010586977005004883, 0.011063814163208008] and parameters: {'alpha': 14.182560645799722}. 
[I 2023-12-30 08:07:08,982] Trial 68 finished with values: [0.020648606764070886, 0.014872548349199448, 0.0156400203704834, 0.0168612003326416] and parameters: {'alpha': 0.00016682620239685046}. 
[I 2023-12-30 08:07:08,993] Trial 69 finished with values: [0.016145249774481583, 0.011666736527306485, 0.0060160160064697266, 0.00744175910949707] and parameters: {'alpha': 0.00527952462178156}. 
[I 2023-12-30 08:07:09,020] Trial 70 finished with values: [0.0013595517685310587, 0.0011147861525819013, 0.02029895782470703, 0.022192001342773438] and parameters: {'alpha': 0.29701226069339615}. 
[I 2023-12-30 08:07:09,045] Trial 71 finished with values: [0.00268450013771965, 0.002203873654811179, 0.02010798454284668, 0.02163386344909668] and parameters: {'alpha': 0.07116719989599506}. 
[I 2023-12-30 08:07:09,053] Trial 72 finished with values: [0.006264779672892305, 0.0046707500022113635, 0.002852916717529297, 0.003423929214477539] and parameters: {'alpha': 0.0194836391183889}. 
[I 2023-12-30 08:07:09,065] Trial 73 finished with values: [0.32028842237682986, 0.262625599381964, 0.004937887191772461, 0.006149768829345703] and parameters: {'alpha': 69.9712880090741}. 
[I 2023-12-30 08:07:09,077] Trial 74 finished with values: [0.020813724222375755, 0.015010186706745081, 0.007094144821166992, 0.008410930633544922] and parameters: {'alpha': 8.205014130741114e-05}. 
[I 2023-12-30 08:07:09,087] Trial 75 finished with values: [0.019136415631814875, 0.0137512919179692, 0.005347013473510742, 0.0064029693603515625] and parameters: {'alpha': 0.0015733705551606145}. 
[I 2023-12-30 08:07:09,096] Trial 76 finished with values: [0.020491568891710152, 0.014734407467134964, 0.004494190216064453, 0.005576133728027344] and parameters: {'alpha': 0.0002602490012201152}. 
[I 2023-12-30 08:07:09,115] Trial 77 finished with values: [0.004955873234215629, 0.004063647286825756, 0.01476907730102539, 0.015244245529174805] and parameters: {'alpha': 1.0826767662434569}. 
[I 2023-12-30 08:07:09,128] Trial 78 finished with values: [0.0007953052020518766, 0.0006168640942074877, 0.0044629573822021484, 0.005632877349853516] and parameters: {'alpha': 0.13798977317613595}. 
[I 2023-12-30 08:07:09,139] Trial 79 finished with values: [0.014728287882953283, 0.010674572560737658, 0.005887031555175781, 0.00645899772644043] and parameters: {'alpha': 0.007117827124497765}. 
[I 2023-12-30 08:07:09,148] Trial 80 finished with values: [0.00277563057271218, 0.002266665074796954, 0.00432586669921875, 0.0051877498626708984] and parameters: {'alpha': 0.27806511781345417}. 
[I 2023-12-30 08:07:09,160] Trial 81 finished with values: [0.019937674368789213, 0.014313466174604796, 0.0065958499908447266, 0.008102893829345703] and parameters: {'alpha': 0.000670675159256762}. 
[I 2023-12-30 08:07:09,174] Trial 82 finished with values: [0.020941932493917237, 0.015111460974804966, 0.0090179443359375, 0.010139703750610352] and parameters: {'alpha': 2.8327236495430412e-05}. 
[I 2023-12-30 08:07:09,186] Trial 83 finished with values: [0.008206351000655369, 0.006728928364903899, 0.007162809371948242, 0.007850885391235352] and parameters: {'alpha': 1.792787092033717}. 
[I 2023-12-30 08:07:09,196] Trial 84 finished with values: [0.22535504192123035, 0.18478346022972292, 0.004502058029174805, 0.005462169647216797] and parameters: {'alpha': 49.231821823430025}. 
[I 2023-12-30 08:07:09,210] Trial 85 finished with values: [0.0010449186722065221, 0.0008598992343574086, 0.008695840835571289, 0.01002192497253418] and parameters: {'alpha': 0.07475572908446032}. 
[I 2023-12-30 08:07:09,223] Trial 86 finished with values: [0.007381143795344362, 0.005407225259587874, 0.005040168762207031, 0.006150245666503906] and parameters: {'alpha': 0.017512191683352465}. 
[I 2023-12-30 08:07:09,232] Trial 87 finished with values: [0.014269781409669191, 0.010352727764895793, 0.004038095474243164, 0.00496983528137207] and parameters: {'alpha': 0.0077204694039687}. 
[I 2023-12-30 08:07:09,242] Trial 88 finished with values: [0.02095850065717342, 0.01512491825478306, 0.0054149627685546875, 0.005837202072143555] and parameters: {'alpha': 2.162890244508564e-05}. 
[I 2023-12-30 08:07:09,254] Trial 89 finished with values: [0.02085901963557075, 0.01504565260203508, 0.006906270980834961, 0.007927179336547852] and parameters: {'alpha': 6.266656295901045e-05}. 
[I 2023-12-30 08:07:09,264] Trial 90 finished with values: [0.3469516314748684, 0.28448852286465837, 0.0045359134674072266, 0.0054090023040771484] and parameters: {'alpha': 75.7962225140138}. 
[I 2023-12-30 08:07:09,276] Trial 91 finished with values: [0.005722396601980751, 0.004356226141865731, 0.006186008453369141, 0.0071260929107666016] and parameters: {'alpha': 0.020607893801882216}. 
[I 2023-12-30 08:07:09,286] Trial 92 finished with values: [0.0208161403371327, 0.015012100358313001, 0.005415916442871094, 0.0063018798828125] and parameters: {'alpha': 8.100425159641445e-05}. 
[I 2023-12-30 08:07:09,303] Trial 93 finished with values: [0.010951855149400978, 0.008980148272637312, 0.013453006744384766, 0.013947725296020508] and parameters: {'alpha': 2.3925791797218796}. 
[I 2023-12-30 08:07:09,316] Trial 94 finished with values: [0.2282674313401866, 0.18717152037598428, 0.009875059127807617, 0.010346174240112305] and parameters: {'alpha': 49.868072229608885}. 
[I 2023-12-30 08:07:09,324] Trial 95 finished with values: [0.0010208650414742814, 0.0008322609284451766, 0.0033528804779052734, 0.004342794418334961] and parameters: {'alpha': 0.22336855588650192}. 
[I 2023-12-30 08:07:09,341] Trial 96 finished with values: [0.008413669554471957, 0.006898922519102175, 0.010979890823364258, 0.012395858764648438] and parameters: {'alpha': 1.8380786018870816}. 
[I 2023-12-30 08:07:09,353] Trial 97 finished with values: [0.0015599596001633306, 0.0012810382043110735, 0.004022121429443359, 0.005421161651611328] and parameters: {'alpha': 0.02675840893119474}. 
[I 2023-12-30 08:07:09,364] Trial 98 finished with values: [0.030241557961534316, 0.02479704769516946, 0.008257150650024414, 0.008726119995117188] and parameters: {'alpha': 6.606672655442657}. 
[I 2023-12-30 08:07:09,369] Trial 99 finished with values: [0.020758768583313974, 0.014967048467851454, 0.0019338130950927734, 0.002270936965942383] and parameters: {'alpha': 0.0001062253748855562}. 
[I 2023-12-30 08:07:09,391] A new study created in memory with name: no-name-96e62261-6fe8-4e49-a02c-088c144355c2
[I 2023-12-30 08:07:09,401] Trial 0 finished with values: [0.0005833620417439497, 0.0004327747272465032, 0.0017971992492675781, 0.002943277359008789] and parameters: {'alpha': 35.981055381735366}. 
[I 2023-12-30 08:07:09,407] Trial 1 finished with values: [6.199520089965691e-08, 4.5947223847875304e-08, 0.0015332698822021484, 0.0024192333221435547] and parameters: {'alpha': 0.003734182971910695}. 
[I 2023-12-30 08:07:09,418] Trial 2 finished with values: [4.2620811998966355e-06, 3.1588537616933365e-06, 0.002196073532104492, 0.0030829906463623047] and parameters: {'alpha': 0.2567653965973941}. 
[I 2023-12-30 08:07:09,424] Trial 3 finished with values: [6.099225451835355e-05, 4.521277486004393e-05, 0.0017180442810058594, 0.002712249755859375] and parameters: {'alpha': 3.6831364877724133}. 
[I 2023-12-30 08:07:09,437] Trial 4 finished with values: [0.00045878855191981867, 0.0003403207266101305, 0.0017268657684326172, 0.0026421546936035156] and parameters: {'alpha': 28.15665311131994}. 
[I 2023-12-30 08:07:09,462] Trial 5 finished with values: [3.885784028683862e-06, 2.879956150909635e-06, 0.009205102920532227, 0.010439157485961914] and parameters: {'alpha': 0.23409199628992122}. 
[I 2023-12-30 08:07:09,468] Trial 6 finished with values: [9.189905962510673e-08, 6.811022601027617e-08, 0.0015888214111328125, 0.0024137496948242188] and parameters: {'alpha': 0.005535411126030289}. 
[I 2023-12-30 08:07:09,483] Trial 7 finished with values: [0.0013791434254359902, 0.0010235175889175797, 0.002004861831665039, 0.0028600692749023438] and parameters: {'alpha': 87.78776117970855}. 
[I 2023-12-30 08:07:09,496] Trial 8 finished with values: [0.0001180788561972007, 8.754324580623418e-05, 0.0010690689086914062, 0.0013842582702636719] and parameters: {'alpha': 7.147261440660112}. 
[I 2023-12-30 08:07:09,511] Trial 9 finished with values: [1.157485605804302e-06, 8.578642047840646e-07, 0.0037419795989990234, 0.004187822341918945] and parameters: {'alpha': 0.06972262869858446}. 
[I 2023-12-30 08:07:09,521] Trial 10 finished with values: [0.0008381542205617447, 0.0006218941092842467, 0.0018091201782226562, 0.0027570724487304688] and parameters: {'alpha': 52.223628321295216}. 
[I 2023-12-30 08:07:09,540] Trial 11 finished with values: [1.1632084730817906e-08, 8.621023726007593e-09, 0.003632783889770508, 0.0047910213470458984] and parameters: {'alpha': 0.0007006441586515127}. 
[I 2023-12-30 08:07:09,550] Trial 12 finished with values: [2.8768666454821883e-06, 2.1321874064561543e-06, 0.0037860870361328125, 0.0041768550872802734] and parameters: {'alpha': 0.17330427000110432}. 
[I 2023-12-30 08:07:09,559] Trial 13 finished with values: [1.8950637090663072e-05, 1.404603494983725e-05, 0.004277944564819336, 0.005312919616699219] and parameters: {'alpha': 1.1423680556651383}. 
[I 2023-12-30 08:07:09,569] Trial 14 finished with values: [7.063314511605417e-08, 5.234916693908076e-08, 0.0051250457763671875, 0.006360054016113281] and parameters: {'alpha': 0.004254478276420695}. 
[I 2023-12-30 08:07:09,576] Trial 15 finished with values: [1.7091607722865405e-06, 1.2667377960262627e-06, 0.0029189586639404297, 0.004040956497192383] and parameters: {'alpha': 0.10295586202391076}. 
[I 2023-12-30 08:07:09,583] Trial 16 finished with values: [5.7759394678641644e-05, 4.2815900026225154e-05, 0.0026848316192626953, 0.0036008358001708984] and parameters: {'alpha': 3.4874457882985843}. 
[I 2023-12-30 08:07:09,590] Trial 17 finished with values: [1.7789005212184126e-07, 1.318417783924275e-07, 0.0022499561309814453, 0.0032520294189453125] and parameters: {'alpha': 0.010714995184522244}. 
[I 2023-12-30 08:07:09,597] Trial 18 finished with values: [4.2800244401684615e-06, 3.172152646628845e-06, 0.002012014389038086, 0.0029840469360351562] and parameters: {'alpha': 0.2578465634875505}. 
[I 2023-12-30 08:07:09,607] Trial 19 finished with values: [0.0009455039094355842, 0.0007015782074111154, 0.005587100982666016, 0.006724119186401367] and parameters: {'alpha': 59.16370842533176}. 
[I 2023-12-30 08:07:09,614] Trial 20 finished with values: [3.3134223615702317e-10, 2.4557397004798533e-10, 0.0026018619537353516, 0.0035219192504882812] and parameters: {'alpha': 1.9958131675301082e-05}. 
[I 2023-12-30 08:07:09,620] Trial 21 finished with values: [1.562583645196105e-08, 1.1580955012746585e-08, 0.0020508766174316406, 0.003047943115234375] and parameters: {'alpha': 0.0009412057248669984}. 
[I 2023-12-30 08:07:09,629] Trial 22 finished with values: [1.3244309875865282e-06, 9.815954584091458e-07, 0.0046880245208740234, 0.006055116653442383] and parameters: {'alpha': 0.07977935039063927}. 
[I 2023-12-30 08:07:09,636] Trial 23 finished with values: [3.36639566764065e-05, 2.4952608320845114e-05, 0.0019500255584716797, 0.0028412342071533203] and parameters: {'alpha': 2.030553394608644}. 
[I 2023-12-30 08:07:09,642] Trial 24 finished with values: [2.2723234624214964e-07, 1.6841145657586766e-07, 0.0019159317016601562, 0.003023862838745117] and parameters: {'alpha': 0.01368708892727498}. 
[I 2023-12-30 08:07:09,647] Trial 25 finished with values: [1.8836450143199725e-06, 1.3960569846549476e-06, 0.001689910888671875, 0.0022428035736083984] and parameters: {'alpha': 0.11346722607582982}. 
[I 2023-12-30 08:07:09,652] Trial 26 finished with values: [4.8320905312619485e-08, 3.5812631393739026e-08, 0.0020601749420166016, 0.0024802684783935547] and parameters: {'alpha': 0.002910531800005467}. 
[I 2023-12-30 08:07:09,657] Trial 27 finished with values: [1.017214895115867e-06, 7.539029358039074e-07, 0.0007517337799072266, 0.0010428428649902344] and parameters: {'alpha': 0.061272874540089686}. 
[I 2023-12-30 08:07:09,661] Trial 28 finished with values: [2.2509538696430034e-05, 1.6684057780977924e-05, 0.0011739730834960938, 0.0015070438385009766] and parameters: {'alpha': 1.3571051430947896}. 
[I 2023-12-30 08:07:09,668] Trial 29 finished with values: [8.526281712121329e-10, 6.319153822431644e-10, 0.0028030872344970703, 0.004032135009765625] and parameters: {'alpha': 5.135677691697656e-05}. 
[I 2023-12-30 08:07:09,673] Trial 30 finished with values: [5.645481293542246e-08, 4.1841013462828866e-08, 0.0013611316680908203, 0.0025179386138916016] and parameters: {'alpha': 0.0034004617553580504}. 
[I 2023-12-30 08:07:09,679] Trial 31 finished with values: [4.387078007930937e-08, 3.251446020868798e-08, 0.0015780925750732422, 0.0028917789459228516] and parameters: {'alpha': 0.0026424802795069965}. 
[I 2023-12-30 08:07:09,685] Trial 32 finished with values: [1.0832304655897658e-05, 8.02857991874184e-06, 0.0011191368103027344, 0.0022611618041992188] and parameters: {'alpha': 0.6527627927305971}. 
[I 2023-12-30 08:07:09,690] Trial 33 finished with values: [0.0009936441370244696, 0.0007373120672559441, 0.0017719268798828125, 0.0021469593048095703] and parameters: {'alpha': 62.294655433910194}. 
[I 2023-12-30 08:07:09,695] Trial 34 finished with values: [1.6947729529304718e-07, 1.2560672884021075e-07, 0.0015480518341064453, 0.002531766891479492] and parameters: {'alpha': 0.01020825423356233}. 
[I 2023-12-30 08:07:09,700] Trial 35 finished with values: [1.706337669655509e-05, 1.2647134606726952e-05, 0.0015339851379394531, 0.001985788345336914] and parameters: {'alpha': 1.0285203619481469}. 
[I 2023-12-30 08:07:09,705] Trial 36 finished with values: [7.0651243581940485e-09, 5.236257036855818e-09, 0.001638174057006836, 0.0027399063110351562] and parameters: {'alpha': 0.0004255513701343089}. 
[I 2023-12-30 08:07:09,712] Trial 37 finished with values: [1.1480660106607257e-06, 8.508828850661842e-07, 0.0014858245849609375, 0.0028328895568847656] and parameters: {'alpha': 0.06915519205060168}. 
[I 2023-12-30 08:07:09,719] Trial 38 finished with values: [2.1019231782624017e-10, 1.5577892753526613e-10, 0.0016109943389892578, 0.0023238658905029297] and parameters: {'alpha': 1.2651685887807377e-05}. 
[I 2023-12-30 08:07:09,726] Trial 39 finished with values: [0.00025031184360504576, 0.00018562771115601784, 0.002786874771118164, 0.003774881362915039] and parameters: {'alpha': 15.233349518349735}. 
[I 2023-12-30 08:07:09,732] Trial 40 finished with values: [2.206730263322218e-10, 1.635538193767161e-10, 0.0017011165618896484, 0.002753019332885742] and parameters: {'alpha': 1.328102562597975e-05}. 
[I 2023-12-30 08:07:09,738] Trial 41 finished with values: [2.748212588359503e-05, 2.0370069048345485e-05, 0.0015969276428222656, 0.002688884735107422] and parameters: {'alpha': 1.6572479502775048}. 
[I 2023-12-30 08:07:09,744] Trial 42 finished with values: [5.4693615967642994e-08, 4.05357182220456e-08, 0.002285003662109375, 0.0027048587799072266] and parameters: {'alpha': 0.003294387864409504}. 
[I 2023-12-30 08:07:09,748] Trial 43 finished with values: [6.467529874200034e-09, 4.793353758358876e-09, 0.0016150474548339844, 0.0019969940185546875] and parameters: {'alpha': 0.0003895616531374037}. 
[I 2023-12-30 08:07:09,754] Trial 44 finished with values: [2.8450251852319273e-07, 2.1085683358457174e-07, 0.0017910003662109375, 0.002727031707763672] and parameters: {'alpha': 0.01713674191737073}. 
[I 2023-12-30 08:07:09,759] Trial 45 finished with values: [0.0010811711829212237, 0.0008022818083429861, 0.000885009765625, 0.0019600391387939453] and parameters: {'alpha': 68.017028881535}. 
[I 2023-12-30 08:07:09,764] Trial 46 finished with values: [8.514817740124015e-06, 6.310876857682501e-06, 0.0015869140625, 0.0025777816772460938] and parameters: {'alpha': 0.5130594225575466}. 
[I 2023-12-30 08:07:09,769] Trial 47 finished with values: [0.00014451060367927642, 0.00010714600392196516, 0.00167083740234375, 0.0020139217376708984] and parameters: {'alpha': 8.75666712997209}. 
[I 2023-12-30 08:07:09,774] Trial 48 finished with values: [5.009970657919781e-07, 3.71310382538681e-07, 0.002171039581298828, 0.0026128292083740234] and parameters: {'alpha': 0.030177364215513158}. 
[I 2023-12-30 08:07:09,778] Trial 49 finished with values: [1.299518024235699e-09, 9.631270092569367e-10, 0.0012240409851074219, 0.0015799999237060547] and parameters: {'alpha': 7.827709939818797e-05}. 
[I 2023-12-30 08:07:09,788] Trial 50 finished with values: [7.457217188130462e-06, 5.527000762874934e-06, 0.0016589164733886719, 0.002335071563720703] and parameters: {'alpha': 0.4493138662174088}. 
[I 2023-12-30 08:07:09,795] Trial 51 finished with values: [6.987062529584521e-06, 5.178531720240187e-06, 0.0020668506622314453, 0.0029718875885009766] and parameters: {'alpha': 0.42097769680008373}. 
[I 2023-12-30 08:07:09,801] Trial 52 finished with values: [8.480954711506288e-10, 6.285543463491195e-10, 0.0012557506561279297, 0.002210855484008789] and parameters: {'alpha': 5.108336239226991e-05}. 
[I 2023-12-30 08:07:09,807] Trial 53 finished with values: [7.878361606125234e-05, 5.8404153173796657e-05, 0.0022258758544921875, 0.002640962600708008] and parameters: {'alpha': 4.761011823250362}. 
[I 2023-12-30 08:07:09,812] Trial 54 finished with values: [1.855484649701588e-08, 1.3751762937275202e-08, 0.0016450881958007812, 0.0028028488159179688] and parameters: {'alpha': 0.0011176176544697351}. 
[I 2023-12-30 08:07:09,817] Trial 55 finished with values: [0.0014253937928601528, 0.0010578605339349157, 0.0009338855743408203, 0.0012726783752441406] and parameters: {'alpha': 90.89691953398507}. 
[I 2023-12-30 08:07:09,822] Trial 56 finished with values: [0.00016973079009217567, 0.0001258518441757861, 0.0012018680572509766, 0.001573801040649414] and parameters: {'alpha': 10.295522728480087}. 
[I 2023-12-30 08:07:09,829] Trial 57 finished with values: [1.4228661462515083e-09, 1.0545474005141387e-09, 0.002064228057861328, 0.0033071041107177734] and parameters: {'alpha': 8.570042462181309e-05}. 
[I 2023-12-30 08:07:09,836] Trial 58 finished with values: [3.943339754336324e-07, 2.9225768401808237e-07, 0.0022857189178466797, 0.0034487247467041016] and parameters: {'alpha': 0.02375244349712825}. 
[I 2023-12-30 08:07:09,841] Trial 59 finished with values: [2.1940180692503867e-08, 1.626077668070991e-08, 0.0015778541564941406, 0.002193927764892578] and parameters: {'alpha': 0.001321535530985808}. 
[I 2023-12-30 08:07:09,849] Trial 60 finished with values: [2.031889450110526e-08, 1.5059176883269744e-08, 0.0023040771484375, 0.003401041030883789] and parameters: {'alpha': 0.0012238678812064648}. 
[I 2023-12-30 08:07:09,855] Trial 61 finished with values: [0.0004246045565147802, 0.0003149525411868215, 0.0016169548034667969, 0.002624034881591797] and parameters: {'alpha': 26.02295170073985}. 
[I 2023-12-30 08:07:09,860] Trial 62 finished with values: [4.984435253569047e-10, 3.6941399272905073e-10, 0.0011191368103027344, 0.0014710426330566406] and parameters: {'alpha': 3.0018976233552763e-05}. 
[I 2023-12-30 08:07:09,868] Trial 63 finished with values: [2.2369438617186212e-10, 1.6579103423453033e-10, 0.0020990371704101562, 0.0030570030212402344] and parameters: {'alpha': 1.3468116361407311e-05}. 
[I 2023-12-30 08:07:09,872] Trial 64 finished with values: [6.829566922600679e-07, 5.061687863960885e-07, 0.0007181167602539062, 0.0010101795196533203] and parameters: {'alpha': 0.04113793883930687}. 
[I 2023-12-30 08:07:09,878] Trial 65 finished with values: [4.195071532709287e-07, 3.109146267110674e-07, 0.001857757568359375, 0.0029659271240234375] and parameters: {'alpha': 0.025268769713670865}. 
[I 2023-12-30 08:07:09,883] Trial 66 finished with values: [5.11561421279803e-09, 3.791387985785377e-09, 0.0025708675384521484, 0.0030031204223632812] and parameters: {'alpha': 0.00030812796523937183}. 
[I 2023-12-30 08:07:09,885] Trial 67 finished with values: [9.543673767436377e-08, 7.073214416841722e-08, 0.000637054443359375, 0.0009429454803466797] and parameters: {'alpha': 0.005748498090182898}. 
[I 2023-12-30 08:07:09,890] Trial 68 finished with values: [0.0012100508476618264, 0.000897960698294007, 0.0009210109710693359, 0.0012710094451904297] and parameters: {'alpha': 76.51317073180273}. 
[I 2023-12-30 08:07:09,896] Trial 69 finished with values: [6.201857386433528e-09, 4.596449345584119e-09, 0.0017709732055664062, 0.0028417110443115234] and parameters: {'alpha': 0.0003735718039852322}. 
[I 2023-12-30 08:07:09,901] Trial 70 finished with values: [3.0640324325323404e-05, 2.2711193724642698e-05, 0.0008289813995361328, 0.0011708736419677734] and parameters: {'alpha': 1.8479397521368797}. 
[I 2023-12-30 08:07:09,908] Trial 71 finished with values: [3.198052042432904e-09, 2.3702098950195706e-09, 0.0014960765838623047, 0.002841949462890625] and parameters: {'alpha': 0.00019262497616227798}. 
[I 2023-12-30 08:07:09,914] Trial 72 finished with values: [0.00013328160335650691, 9.881793922124516e-05, 0.0013608932495117188, 0.0019030570983886719] and parameters: {'alpha': 8.072520788173339}. 
[I 2023-12-30 08:07:09,920] Trial 73 finished with values: [2.1705856350603986e-08, 1.6087112459928223e-08, 0.0019071102142333984, 0.003294229507446289] and parameters: {'alpha': 0.0013074114369573855}. 
[I 2023-12-30 08:07:09,926] Trial 74 finished with values: [5.7872348370324746e-08, 4.289160809634041e-08, 0.0017342567443847656, 0.0025763511657714844] and parameters: {'alpha': 0.0034858526100005477}. 
[I 2023-12-30 08:07:09,932] Trial 75 finished with values: [3.814182487230288e-07, 2.826852753212705e-07, 0.0015358924865722656, 0.0025069713592529297] and parameters: {'alpha': 0.02297445325168844}. 
[I 2023-12-30 08:07:09,938] Trial 76 finished with values: [6.527481724492094e-10, 4.837776845789676e-10, 0.0011830329895019531, 0.002172231674194336] and parameters: {'alpha': 3.932469973627442e-05}. 
[I 2023-12-30 08:07:09,943] Trial 77 finished with values: [2.8735115630299116e-08, 2.1296784904478728e-08, 0.0015397071838378906, 0.0021347999572753906] and parameters: {'alpha': 0.0017308238838126542}. 
[I 2023-12-30 08:07:09,947] Trial 78 finished with values: [1.1614392369563385e-08, 8.607907497903966e-09, 0.0009551048278808594, 0.0012700557708740234] and parameters: {'alpha': 0.0006995812688781388}. 
[I 2023-12-30 08:07:09,953] Trial 79 finished with values: [1.6186499578422724e-07, 1.1996493349819558e-07, 0.0016129016876220703, 0.0026628971099853516] and parameters: {'alpha': 0.009749740823355842}. 
[I 2023-12-30 08:07:09,959] Trial 80 finished with values: [7.484065230064787e-07, 5.546766229702627e-07, 0.002357959747314453, 0.0032279491424560547] and parameters: {'alpha': 0.04508044552535776}. 
[I 2023-12-30 08:07:09,964] Trial 81 finished with values: [6.610598756853078e-10, 4.899353900356118e-10, 0.0011010169982910156, 0.0014128684997558594] and parameters: {'alpha': 3.98161656281958e-05}. 
[I 2023-12-30 08:07:09,969] Trial 82 finished with values: [0.0004560159615905052, 0.0003382631317289153, 0.0014951229095458984, 0.0018312931060791016] and parameters: {'alpha': 27.98337867236072}. 
[I 2023-12-30 08:07:09,974] Trial 83 finished with values: [0.00034049755900362913, 0.00025254081334696643, 0.0012891292572021484, 0.0016160011291503906] and parameters: {'alpha': 20.797640531512886}. 
[I 2023-12-30 08:07:09,982] Trial 84 finished with values: [1.132444450444463e-09, 8.393008066320817e-10, 0.002288818359375, 0.003144979476928711] and parameters: {'alpha': 6.821012916876809e-05}. 
[I 2023-12-30 08:07:09,988] Trial 85 finished with values: [1.0547292551173966e-08, 7.817040827973187e-09, 0.001873016357421875, 0.002601146697998047] and parameters: {'alpha': 0.0006352991258352582}. 
[I 2023-12-30 08:07:09,995] Trial 86 finished with values: [2.5510376459756067e-09, 1.890679222071867e-09, 0.0018181800842285156, 0.0028700828552246094] and parameters: {'alpha': 0.0001536567046550024}. 
[I 2023-12-30 08:07:09,999] Trial 87 finished with values: [2.722722117235041e-10, 2.0178887893962382e-10, 0.0011887550354003906, 0.002215862274169922] and parameters: {'alpha': 1.63913136837895e-05}. 
[I 2023-12-30 08:07:10,007] Trial 88 finished with values: [2.5037437240967973e-07, 1.855629970126671e-07, 0.0019309520721435547, 0.003031015396118164] and parameters: {'alpha': 0.01508104387012645}. 
[I 2023-12-30 08:07:10,012] Trial 89 finished with values: [5.96802936696091e-08, 4.4231550466733435e-08, 0.001489877700805664, 0.0024690628051757812] and parameters: {'alpha': 0.0035947499143455745}. 
[I 2023-12-30 08:07:10,017] Trial 90 finished with values: [4.9772955753822944e-05, 3.6894846468591424e-05, 0.0011250972747802734, 0.0018770694732666016] and parameters: {'alpha': 3.004236470336795}. 
[I 2023-12-30 08:07:10,025] Trial 91 finished with values: [2.0526182037283275e-10, 1.5212835435818305e-10, 0.0036962032318115234, 0.0043642520904541016] and parameters: {'alpha': 1.236521498767206e-05}. 
[I 2023-12-30 08:07:10,034] Trial 92 finished with values: [1.2363941846778477e-05, 9.163832224752255e-06, 0.0025336742401123047, 0.003912925720214844] and parameters: {'alpha': 0.7451082427743315}. 
[I 2023-12-30 08:07:10,040] Trial 93 finished with values: [9.925829373944704e-10, 7.356408016079286e-10, 0.0025658607482910156, 0.0029718875885009766] and parameters: {'alpha': 5.978057500051658e-05}. 
[I 2023-12-30 08:07:10,048] Trial 94 finished with values: [0.0006506277310508374, 0.00048270052290088294, 0.0028290748596191406, 0.003567934036254883] and parameters: {'alpha': 40.2378542776017}. 
[I 2023-12-30 08:07:10,054] Trial 95 finished with values: [6.51134671841959e-07, 4.825840542110881e-07, 0.001672983169555664, 0.002393007278442383] and parameters: {'alpha': 0.03922109016701546}. 
[I 2023-12-30 08:07:10,060] Trial 96 finished with values: [4.4184181307922744e-10, 3.274614801540565e-10, 0.001859903335571289, 0.0033500194549560547] and parameters: {'alpha': 2.6614742627798648e-05}. 
[I 2023-12-30 08:07:10,064] Trial 97 finished with values: [3.249523849356729e-05, 2.4086234308233758e-05, 0.0010256767272949219, 0.0013456344604492188] and parameters: {'alpha': 1.9599626900785376}. 
[I 2023-12-30 08:07:10,072] Trial 98 finished with values: [7.088634490388064e-10, 5.253668788895993e-10, 0.003462076187133789, 0.0047190189361572266] and parameters: {'alpha': 4.2687324689775297e-05}. 
[I 2023-12-30 08:07:10,081] Trial 99 finished with values: [0.0015090348667516054, 0.00111996780116149, 0.0033159255981445312, 0.004400968551635742] and parameters: {'alpha': 96.54738624176996}. 
[I 2023-12-30 08:07:10,098] A new study created in memory with name: no-name-872004af-b572-479c-ba04-f96aca95b1dc
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 594us/step

[I 2023-12-30 08:07:11,733] Trial 0 finished with values: [72.0644904326431, 60.727341040802, 1.5843400955200195, 0.047869205474853516] and parameters: {'n_units_1': 32, 'n_units_2': 36, 'learning_rate': 0.00045874575896202814}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 836us/step

[I 2023-12-30 08:07:12,912] Trial 1 finished with values: [6.101408553445697, 4.7383009071350095, 1.128363847732544, 0.05013084411621094] and parameters: {'n_units_1': 57, 'n_units_2': 100, 'learning_rate': 0.008163878173730859}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 796us/step

[I 2023-12-30 08:07:14,246] Trial 2 finished with values: [412.78658351943386, 330.0945340657425, 1.2894339561462402, 0.04290485382080078] and parameters: {'n_units_1': 22, 'n_units_2': 14, 'learning_rate': 0.00016072055969832655}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 650us/step

[I 2023-12-30 08:07:15,528] Trial 3 finished with values: [107.2005653634727, 92.62346896850586, 1.2353241443634033, 0.04524970054626465] and parameters: {'n_units_1': 32, 'n_units_2': 80, 'learning_rate': 0.0002463031966515422}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 495us/step


# Print results for Lasso Regression
print(f"Optimized Lasso Regression RMSE: {lasso_rmse}")
print(f"Optimized Lasso Regression MAE: {lasso_mae}")
print(f"Best Lasso Hyperparameters: {best_lasso_params}")
print(f"Lasso Training Time: {lasso_training_time} seconds")
print(f"Lasso Testing Time: {lasso_testing_time} seconds")
print()

# Print results for Ridge Regression
print(f"Optimized Ridge Regression RMSE: {ridge_rmse}")
print(f"Optimized Ridge Regression MAE: {ridge_mae}")
print(f"Best Ridge Hyperparameters: {best_ridge_params}")
print(f"Ridge Training Time: {ridge_training_time} seconds")
print(f"Ridge Testing Time: {ridge_testing_time} seconds")
print()

# Print results for Neural Network
print(f"Optimized Neural Network RMSE: {best_nn_rmse}")
print(f"Optimized Neural Network MAE: {best_nn_mae}")
print(f"Best Neural Network Hyperparameters: {best_nn_params}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")

Optimized Lasso Regression RMSE: 0.0007706147022338535
Optimized Lasso Regression MAE: 0.0006009199542745059
Best Lasso Hyperparameters: {'alpha': 0.15590150110939388}
Lasso Training Time: 0.004982948303222656 seconds
Lasso Testing Time: 0.005544185638427734 seconds

Optimized Ridge Regression RMSE: 2.1019231782624017e-10
Optimized Ridge Regression MAE: 1.5577892753526613e-10
Best Ridge Hyperparameters: {'alpha': 1.2651685887807377e-05}
Ridge Training Time: 0.0016109943389892578 seconds
Ridge Testing Time: 0.0023238658905029297 seconds

Optimized Neural Network RMSE: 6.101408553445697
Optimized Neural Network MAE: 4.7383009071350095
Best Neural Network Hyperparameters: {'n_units_1': 57, 'n_units_2': 100, 'learning_rate': 0.008163878173730859}
Neural Network Training Time: 1.128363847732544 seconds
Neural Network Testing Time: 0.05013084411621094 seconds


# Visualize optimization history for Lasso
plt.figure(figsize=(10, 5))
for objective in lasso_study.directions:
    trials = lasso_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Lasso Study')
plt.legend()
plt.show()

# Visualize optimization history for Ridge
plt.figure(figsize=(10, 5))
for objective in ridge_study.directions:
    trials = ridge_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Ridge Study')
plt.legend()
plt.show()

# Visualize optimization history for Neural Network
plt.figure(figsize=(10, 5))
for objective in nn_study.directions:
    trials = nn_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Neural Network Study')
plt.legend()
plt.show()


import numpy as np
import pyswarms as ps
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
import time

# Assuming X and y are your features and target variable
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Lasso
def lasso_objective(params):
    alpha = params[0][0]  # Extract alpha from params
    # Clip alpha to ensure it is within the acceptable range
    alpha = np.clip(alpha, 0.0, np.inf)
    lasso_model = Lasso(alpha=alpha)
    lasso_model.fit(X_train, y_train)
    y_pred = lasso_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae

# Ridge Regression
def ridge_objective(params):
    alpha = params[0][0]   # Extract alpha from params
    # Clip alpha to ensure it is within the acceptable range
    alpha = np.clip(alpha, 0.0, np.inf)
    
    ridge_model = Ridge(alpha=alpha)
    ridge_model.fit(X_train, y_train)
    y_pred = ridge_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae

def nn_objective(params):
    # Assuming params contains hyperparameters for the neural network
    hidden_layer_sizes = tuple(np.maximum(params[0].astype(int), 1))  # Replace zero or negative values with 1
    
    # Ensure that hidden_layer_sizes is a tuple of integers
    hidden_layer_sizes = tuple(int(size) for size in hidden_layer_sizes)
    
    nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=1000)
    nn_model.fit(X_train, y_train)
    y_pred = nn_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae


# Set up PSO options
options = {'c1': 0.5, 'c2': 0.3, 'w': 0.9}

# Lasso Optimization
start_time = time.time()
dimensions_lasso = (1)  # Only one parameter, alpha
center_lasso = [0.5]  # Set the center as a scalar
optimizer_lasso = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_lasso, options=options, center=center_lasso)
best_params_lasso = optimizer_lasso.optimize(lasso_objective, iters=100)
lasso_training_time = time.time() - start_time

# Ridge Optimization
start_time = time.time()
dimensions_ridge = (1)  # Only one parameter, alpha
center_ridge = [0.5]  # Set the center as a scalar
optimizer_ridge = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_ridge, options=options, center=center_ridge)
best_params_ridge = optimizer_ridge.optimize(ridge_objective, iters=100)
ridge_training_time = time.time() - start_time

# Neural Network Optimization
start_time = time.time()
dimensions_nn = (3)  # Example: Three hidden layers
center_nn = [0.5]  # Set the center as a scalar
optimizer_nn = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_nn, options=options, center=center_nn)
best_params_nn = optimizer_nn.optimize(nn_objective, iters=100)
nn_training_time = time.time() - start_time

# Extract best hyperparameters
best_alpha_lasso = best_params_lasso[0]
best_alpha_ridge = best_params_ridge[0]

if hasattr(best_params_nn[0], '__iter__'):
    # Ensure that all elements are at least 1
    best_hidden_layer_sizes_nn = tuple(max(1, int(param)) for param in best_params_nn[0])
else:
    best_hidden_layer_sizes_nn = (max(1, int(best_params_nn[0])),)
    
# Train final models with best hyperparameters
start_time = time.time()
final_lasso_model = Lasso(alpha=best_alpha_lasso)
final_lasso_model.fit(X_train, y_train)
lasso_testing_time = time.time() - start_time

start_time = time.time()
final_ridge_model = Ridge(alpha=np.clip(best_alpha_ridge, 0.0, np.inf))
final_ridge_model.fit(X_train, y_train)
ridge_testing_time = time.time() - start_time

start_time = time.time()
final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, max_iter=1000)
final_nn_model.fit(X_train, y_train)
nn_testing_time = time.time() - start_time

# Evaluate final models on test set
y_pred_lasso = final_lasso_model.predict(X_test)
rmse_lasso, mae_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False), mean_absolute_error(y_test, y_pred_lasso)

y_pred_ridge = final_ridge_model.predict(X_test)
rmse_ridge, mae_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False), mean_absolute_error(y_test, y_pred_ridge)

y_pred_nn = final_nn_model.predict(X_test)
rmse_nn, mae_nn = mean_squared_error(y_test, y_pred_nn, squared=False), mean_absolute_error(y_test, y_pred_nn)

# Print results
print(f"Optimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {lasso_training_time:.4f} seconds")
print(f"Testing time for Lasso: {lasso_testing_time:.4f} seconds")

print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {ridge_training_time:.4f} seconds")
print(f"Testing time for Ridge: {ridge_testing_time:.4f} seconds")

print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {nn_training_time:.4f} seconds")
print(f"Testing time for Neural Network: {nn_testing_time:.4f} seconds")

2023-12-30 08:08:54,678 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|███████████████████|100/100, best_cost=0.00146
2023-12-30 08:08:56,257 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 0.0014615798944442138, best pos: [0.17614003]
2023-12-30 08:08:56,272 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████|100/100, best_cost=2.21e-13
2023-12-30 08:08:56,942 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 2.2056468595357663e-13, best pos: [-0.31631752]
2023-12-30 08:08:56,949 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████████|100/100, best_cost=1.63
2023-12-30 08:09:41,450 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 1.6298119860984888, best pos: [ 0.0326918  -0.25104825 -0.01971938]

Optimal alpha for Lasso: 0.0014615798944442138
RMSE for Lasso on test set: 0.019228875375849462
MAE for Lasso on test set: 0.01381462109880304
Training time for Lasso: 1.5822 seconds
Testing time for Lasso: 0.0220 seconds

Optimal alpha for Ridge: 2.2056468595357663e-13
RMSE for Ridge on test set: 1.433006450860558e-13
MAE for Ridge on test set: 1.0966338948037446e-13
Training time for Ridge: 0.6857 seconds
Testing time for Ridge: 0.0034 seconds

Optimal hidden layer sizes for Neural Network: (1,)
RMSE for Neural Network on test set: 418.80592089671035
MAE for Neural Network on test set: 332.173739237135
Training time for Neural Network: 44.5070 seconds
Testing time for Neural Network: 0.3695 seconds


import time
import numpy as np
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
from scipy.optimize import differential_evolution

# Assuming X and y are your features and target variable
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Lasso
def lasso_objective(alpha_array):
    alpha = np.clip(alpha_array[0], 0.0, np.inf)
    lasso_model = Lasso(alpha=alpha)
    start_time = time.time()
    lasso_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = lasso_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Lasso: {training_time} seconds")
    print(f"Testing time for Lasso: {testing_time} seconds")
    print(f"RMSE for Lasso: {rmse}")
    print(f"MAE for Lasso: {mae}")
    
    return rmse

# Ridge
def ridge_objective(alpha):
    alpha = np.clip(alpha, 0.0, np.inf)
    ridge_model = Ridge(alpha=alpha)
    start_time = time.time()
    ridge_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = ridge_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Ridge: {training_time} seconds")
    print(f"Testing time for Ridge: {testing_time} seconds")
    print(f"RMSE for Ridge: {rmse}")
    print(f"MAE for Ridge: {mae}")
    
    return rmse

# Neural Network
def nn_objective(params):
    hidden_layer_sizes = tuple(np.maximum(params.astype(int), 1))
    nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=100)
    start_time = time.time()
    nn_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = nn_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Neural Network: {training_time} seconds")
    print(f"Testing time for Neural Network: {testing_time} seconds")
    print(f"RMSE for Neural Network: {rmse}")
    print(f"MAE for Neural Network: {mae}")
    
    return rmse

# Differential Evolution Optimization
result_lasso = differential_evolution(lasso_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_ridge = differential_evolution(ridge_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_nn = differential_evolution(nn_objective, bounds=[(10, 100), (10, 100), (1e-5, 1e-2)], maxiter=50)

# Extract best hyperparameters
best_alpha_lasso = np.clip(result_lasso.x[0], 0.0, np.inf)
best_alpha_ridge = np.clip(result_ridge.x[0], 0.0, np.inf)
best_hidden_layer_sizes_nn = tuple(np.maximum(result_nn.x[:2].astype(int), 1))
best_learning_rate_nn = result_nn.x[2]

# Train final models with best hyperparameters
final_lasso_model = Lasso(alpha=best_alpha_lasso)
start_time = time.time()
final_lasso_model.fit(X_train, y_train)
end_time = time.time()
training_time_lasso = end_time - start_time

final_ridge_model = Ridge(alpha=best_alpha_ridge)
start_time = time.time()
final_ridge_model.fit(X_train, y_train)
end_time = time.time()
training_time_ridge = end_time - start_time

final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, learning_rate_init=best_learning_rate_nn, max_iter=1000)
start_time = time.time()
final_nn_model.fit(X_train, y_train)
end_time = time.time()
training_time_nn = end_time - start_time

# Evaluate final models on test set
start_time = time.time()
y_pred_lasso = final_lasso_model.predict(X_test)
end_time = time.time()
testing_time_lasso = end_time - start_time
rmse_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False)
mae_lasso = mean_absolute_error(y_test, y_pred_lasso)

start_time = time.time()
y_pred_ridge = final_ridge_model.predict(X_test)
end_time = time.time()
testing_time_ridge = end_time - start_time
rmse_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False)
mae_ridge = mean_absolute_error(y_test, y_pred_ridge)

start_time = time.time()
y_pred_nn = final_nn_model.predict(X_test)
end_time = time.time()
testing_time_nn = end_time - start_time
rmse_nn = mean_squared_error(y_test, y_pred_nn, squared=False)
mae_nn = mean_absolute_error(y_test, y_pred_nn)

# Print results
print(f"\nOptimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {training_time_lasso} seconds")
print(f"Testing time for Lasso: {testing_time_lasso} seconds")

print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {training_time_ridge} seconds")
print(f"Testing time for Ridge: {testing_time_ridge} seconds")

print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"Optimal learning rate for Neural Network: {best_learning_rate_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {training_time_nn} seconds")
print(f"Testing time for Neural Network: {testing_time_nn} seconds")

Training time for Lasso: 0.013217926025390625 seconds
Testing time for Lasso: 0.0018401145935058594 seconds
RMSE for Lasso: 0.06660286920314977
MAE for Lasso: 0.0546120846805201
Training time for Lasso: 0.0022416114807128906 seconds
Testing time for Lasso: 0.0013310909271240234 seconds
RMSE for Lasso: 0.26520780321410825
MAE for Lasso: 0.21746136736073093
Training time for Lasso: 0.003058910369873047 seconds
Testing time for Lasso: 0.00041985511779785156 seconds
RMSE for Lasso: 0.17306587944829963
MAE for Lasso: 0.1419081276350357
Training time for Lasso: 0.0033349990844726562 seconds
Testing time for Lasso: 0.0002942085266113281 seconds
RMSE for Lasso: 0.028164622393643042
MAE for Lasso: 0.02309403125659493
Training time for Lasso: 0.0033559799194335938 seconds
Testing time for Lasso: 0.00028896331787109375 seconds
RMSE for Lasso: 0.04976331924406295
MAE for Lasso: 0.04080422716100963
Training time for Lasso: 0.002195119857788086 seconds
Testing time for Lasso: 0.0003421306610107422 seconds
RMSE for Lasso: 0.2908732687258786
MAE for Lasso: 0.2385061750794295
Training time for Lasso: 0.004409074783325195 seconds
Testing time for Lasso: 0.0003027915954589844 seconds
RMSE for Lasso: 0.14003153186698009
MAE for Lasso: 0.11482108755611184
Training time for Lasso: 0.0009222030639648438 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.2031521558236474
MAE for Lasso: 0.16657784971743098
Training time for Lasso: 0.0007281303405761719 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.42531884899895195
MAE for Lasso: 0.3487469725501892
Training time for Lasso: 0.0007367134094238281 seconds
Testing time for Lasso: 0.00028204917907714844 seconds
RMSE for Lasso: 0.3703989309410371
MAE for Lasso: 0.3037145099624569
Training time for Lasso: 0.0007479190826416016 seconds
Testing time for Lasso: 0.0003008842468261719 seconds
RMSE for Lasso: 0.34471470296274026
MAE for Lasso: 0.28265431766013316
Training time for Lasso: 0.0012760162353515625 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.1071038831874051
MAE for Lasso: 0.08782153694313294
Training time for Lasso: 0.0007963180541992188 seconds
Testing time for Lasso: 0.0002758502960205078 seconds
RMSE for Lasso: 0.3094595165478303
MAE for Lasso: 0.2537462653651808
Training time for Lasso: 0.0008690357208251953 seconds
Testing time for Lasso: 0.00027871131896972656 seconds
RMSE for Lasso: 0.22295962805797503
MAE for Lasso: 0.18281930243427005
Training time for Lasso: 0.0007951259613037109 seconds
Testing time for Lasso: 0.00030803680419921875 seconds
RMSE for Lasso: 0.4427779590786887
MAE for Lasso: 0.36306284827039265
Training time for Lasso: 0.0014231204986572266 seconds
Testing time for Lasso: 0.000396728515625 seconds
RMSE for Lasso: 0.11540001316496137
MAE for Lasso: 0.09462408101181746
Training time for Lasso: 0.001451730728149414 seconds
Testing time for Lasso: 0.0002899169921875 seconds
RMSE for Lasso: 0.1043319949808533
MAE for Lasso: 0.08554868300648201
Training time for Lasso: 0.002635955810546875 seconds
Testing time for Lasso: 0.0009341239929199219 seconds
RMSE for Lasso: 0.0022797717805173386
MAE for Lasso: 0.0018578427314651336
Training time for Lasso: 0.001405954360961914 seconds
Testing time for Lasso: 0.0003299713134765625 seconds
RMSE for Lasso: 0.3073762077863735
MAE for Lasso: 0.25203802312490636
Training time for Lasso: 0.005915164947509766 seconds
Testing time for Lasso: 0.0002980232238769531 seconds
RMSE for Lasso: 0.01444908371697278
MAE for Lasso: 0.011847756604896587
Training time for Lasso: 0.0008299350738525391 seconds
Testing time for Lasso: 0.00028705596923828125 seconds
RMSE for Lasso: 0.2873489606713283
MAE for Lasso: 0.2356163624900045
Training time for Lasso: 0.0012328624725341797 seconds
Testing time for Lasso: 0.0009641647338867188 seconds
RMSE for Lasso: 0.16031092740348976
MAE for Lasso: 0.13144950131006022
Training time for Lasso: 0.002084970474243164 seconds
Testing time for Lasso: 0.0008919239044189453 seconds
RMSE for Lasso: 0.24730312538979443
MAE for Lasso: 0.20278014126315974
Training time for Lasso: 0.004168033599853516 seconds
Testing time for Lasso: 0.0002970695495605469 seconds
RMSE for Lasso: 0.08836775160835499
MAE for Lasso: 0.07245854708064911
Training time for Lasso: 0.001032114028930664 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.16089710632147244
MAE for Lasso: 0.1319301480613121
Training time for Lasso: 0.0025458335876464844 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.038148559653456225
MAE for Lasso: 0.03128051982084673
Training time for Lasso: 0.0010650157928466797 seconds
Testing time for Lasso: 0.0009987354278564453 seconds
RMSE for Lasso: 0.1764740315126278
MAE for Lasso: 0.14470269626801147
Training time for Lasso: 0.006614208221435547 seconds
Testing time for Lasso: 0.0003147125244140625 seconds
RMSE for Lasso: 0.05963377739889701
MAE for Lasso: 0.04889766672355342
Training time for Lasso: 0.001544952392578125 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.08701122373370088
MAE for Lasso: 0.07134624041805698
Training time for Lasso: 0.0010209083557128906 seconds
Testing time for Lasso: 0.0002753734588623047 seconds
RMSE for Lasso: 0.20020116330126253
MAE for Lasso: 0.16415813634093246
Training time for Lasso: 0.001950979232788086 seconds
Testing time for Lasso: 0.0002758502960205078 seconds
RMSE for Lasso: 0.054643554715940484
MAE for Lasso: 0.044805854058469895
Training time for Lasso: 0.0010480880737304688 seconds
Testing time for Lasso: 0.00029587745666503906 seconds
RMSE for Lasso: 0.21043060646834183
MAE for Lasso: 0.17254593138879637
Training time for Lasso: 0.0011572837829589844 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.11964664941676226
MAE for Lasso: 0.0981061781251287
Training time for Lasso: 0.0009851455688476562 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.17104537462611374
MAE for Lasso: 0.14025138248626462
Training time for Lasso: 0.010523796081542969 seconds
Testing time for Lasso: 0.00029015541076660156 seconds
RMSE for Lasso: 0.0019399606925252486
MAE for Lasso: 0.0015907017052620186
Training time for Lasso: 0.0007679462432861328 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.34461543368388753
MAE for Lasso: 0.2825729202319483
Training time for Lasso: 0.0008001327514648438 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.26836338216252903
MAE for Lasso: 0.22004883463968497
Training time for Lasso: 0.0018568038940429688 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.058077408101698653
MAE for Lasso: 0.04762149689978962
Training time for Lasso: 0.0007479190826416016 seconds
Testing time for Lasso: 0.00029087066650390625 seconds
RMSE for Lasso: 0.3781361363252251
MAE for Lasso: 0.3100587548979642
Training time for Lasso: 0.0013737678527832031 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.09841690130790536
MAE for Lasso: 0.08069850762476992
Training time for Lasso: 0.0014789104461669922 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.08205271096742639
MAE for Lasso: 0.06728042880482246
Training time for Lasso: 0.0007686614990234375 seconds
Testing time for Lasso: 0.0002732276916503906 seconds
RMSE for Lasso: 0.3002528527075477
MAE for Lasso: 0.2461971145359979
Training time for Lasso: 0.003409147262573242 seconds
Testing time for Lasso: 0.00026988983154296875 seconds
RMSE for Lasso: 0.026714954433797757
MAE for Lasso: 0.021905352895904163
Training time for Lasso: 0.005434751510620117 seconds
Testing time for Lasso: 0.0010030269622802734 seconds
RMSE for Lasso: 0.03778149357335774
MAE for Lasso: 0.030979538135076545
Training time for Lasso: 0.002547025680541992 seconds
Testing time for Lasso: 0.001127004623413086 seconds
RMSE for Lasso: 0.24007992357049124
MAE for Lasso: 0.19685736174719537
Training time for Lasso: 0.0028159618377685547 seconds
Testing time for Lasso: 0.0008680820465087891 seconds
RMSE for Lasso: 0.33563594166568267
MAE for Lasso: 0.27521004256086146
Training time for Lasso: 0.008311033248901367 seconds
Testing time for Lasso: 0.0003178119659423828 seconds
RMSE for Lasso: 0.014737959987560893
MAE for Lasso: 0.012084625309515857
Training time for Lasso: 0.001703023910522461 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.06441459306410915
MAE for Lasso: 0.05281777276514133
Training time for Lasso: 0.0018849372863769531 seconds
Testing time for Lasso: 0.00026607513427734375 seconds
RMSE for Lasso: 0.06125593286700792
MAE for Lasso: 0.050227778967200425
Training time for Lasso: 0.0034987926483154297 seconds
Testing time for Lasso: 0.0009846687316894531 seconds
RMSE for Lasso: 0.03799056413072426
MAE for Lasso: 0.031150968872520002
Training time for Lasso: 0.008426904678344727 seconds
Testing time for Lasso: 0.0003020763397216797 seconds
RMSE for Lasso: 0.027845361446794233
MAE for Lasso: 0.022832248152154015
Training time for Lasso: 0.0035729408264160156 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.02519256483534138
MAE for Lasso: 0.020657045267976796
Training time for Lasso: 0.003139972686767578 seconds
Testing time for Lasso: 0.0002899169921875 seconds
RMSE for Lasso: 0.06730424486833834
MAE for Lasso: 0.055187188841623554
Training time for Lasso: 0.0052700042724609375 seconds
Testing time for Lasso: 0.0009279251098632812 seconds
RMSE for Lasso: 0.11262419999597344
MAE for Lasso: 0.09234800873962319
Training time for Lasso: 0.009500980377197266 seconds
Testing time for Lasso: 0.0010709762573242188 seconds
RMSE for Lasso: 0.0567127414448513
MAE for Lasso: 0.04650251671295717
Training time for Lasso: 0.015332937240600586 seconds
Testing time for Lasso: 0.0012290477752685547 seconds
RMSE for Lasso: 0.02047814717273855
MAE for Lasso: 0.016791383327443593
Training time for Lasso: 0.0034182071685791016 seconds
Testing time for Lasso: 0.0009138584136962891 seconds
RMSE for Lasso: 0.3824361348173756
MAE for Lasso: 0.3135846072311879
Training time for Lasso: 0.008807897567749023 seconds
Testing time for Lasso: 0.0004439353942871094 seconds
RMSE for Lasso: 0.06172559900408332
MAE for Lasso: 0.05061288920579326
Training time for Lasso: 0.0035467147827148438 seconds
Testing time for Lasso: 0.0010018348693847656 seconds
RMSE for Lasso: 0.3039929844811438
MAE for Lasso: 0.24926389522547876
Training time for Lasso: 0.014648199081420898 seconds
Testing time for Lasso: 0.0012378692626953125 seconds
RMSE for Lasso: 0.010562356334322112
MAE for Lasso: 0.00866077250810111
Training time for Lasso: 0.0014526844024658203 seconds
Testing time for Lasso: 0.0003032684326171875 seconds
RMSE for Lasso: 0.21525917812531978
MAE for Lasso: 0.1765051957173656
Training time for Lasso: 0.003968715667724609 seconds
Testing time for Lasso: 0.00037407875061035156 seconds
RMSE for Lasso: 0.2243736682355124
MAE for Lasso: 0.1839787672267163
Training time for Lasso: 0.0016438961029052734 seconds
Testing time for Lasso: 0.0003399848937988281 seconds
RMSE for Lasso: 0.1300881125711822
MAE for Lasso: 0.10666782234256246
Training time for Lasso: 0.0017521381378173828 seconds
Testing time for Lasso: 0.00029087066650390625 seconds
RMSE for Lasso: 0.06923764322619953
MAE for Lasso: 0.05677250965593168
Training time for Lasso: 0.0017631053924560547 seconds
Testing time for Lasso: 0.00028014183044433594 seconds
RMSE for Lasso: 0.06366485110285465
MAE for Lasso: 0.05220300988830674
Training time for Lasso: 0.003103971481323242 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.03002536262382171
MAE for Lasso: 0.024619774880473927
Training time for Lasso: 0.0008299350738525391 seconds
Testing time for Lasso: 0.0002980232238769531 seconds
RMSE for Lasso: 0.24987378150265757
MAE for Lasso: 0.20488799173565983
Training time for Lasso: 0.008130073547363281 seconds
Testing time for Lasso: 0.0003120899200439453 seconds
RMSE for Lasso: 0.011267395186161428
MAE for Lasso: 0.009238880357513368
Training time for Lasso: 0.0015270709991455078 seconds
Testing time for Lasso: 0.00028586387634277344 seconds
RMSE for Lasso: 0.16240972565917194
MAE for Lasso: 0.13317044440812123
Training time for Lasso: 0.006918907165527344 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.01239636648181997
MAE for Lasso: 0.010164598374437226
Training time for Lasso: 0.0014209747314453125 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.1062607616784399
MAE for Lasso: 0.08713020601709359
Training time for Lasso: 0.002363920211791992 seconds
Testing time for Lasso: 0.00028014183044433594 seconds
RMSE for Lasso: 0.048824907213403775
MAE for Lasso: 0.040034761252162106
Training time for Lasso: 0.0028238296508789062 seconds
Testing time for Lasso: 0.0002963542938232422 seconds
RMSE for Lasso: 0.03369685317378278
MAE for Lasso: 0.027630272104043944
Training time for Lasso: 0.002157926559448242 seconds
Testing time for Lasso: 0.0002951622009277344 seconds
RMSE for Lasso: 0.04673915122810128
MAE for Lasso: 0.038324512371660485
Training time for Lasso: 0.0007901191711425781 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.2765519111931519
MAE for Lasso: 0.22676314959606966
Training time for Lasso: 0.0017328262329101562 seconds
Testing time for Lasso: 0.0006363391876220703 seconds
RMSE for Lasso: 0.0754696488600049
MAE for Lasso: 0.06188254205355844
Training time for Lasso: 0.003190755844116211 seconds
Testing time for Lasso: 0.0008730888366699219 seconds
RMSE for Lasso: 0.23489256932377822
MAE for Lasso: 0.19260390791287352
Training time for Lasso: 0.011845827102661133 seconds
Testing time for Lasso: 0.0009431838989257812 seconds
RMSE for Lasso: 0.007905330419395179
MAE for Lasso: 0.0064821017390958606
Training time for Lasso: 0.003422260284423828 seconds
Testing time for Lasso: 0.0002849102020263672 seconds
RMSE for Lasso: 0.1489164065483056
MAE for Lasso: 0.12210638223301629
Training time for Lasso: 0.004231929779052734 seconds
Testing time for Lasso: 0.00037407875061035156 seconds
RMSE for Lasso: 0.02225701684315034
MAE for Lasso: 0.01824999588029809
Training time for Lasso: 0.008842945098876953 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.008540076404747158
MAE for Lasso: 0.007002571831721474
Training time for Lasso: 0.001313924789428711 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.14675067743253073
MAE for Lasso: 0.12033055810890421
Training time for Lasso: 0.0015208721160888672 seconds
Testing time for Lasso: 0.001026153564453125 seconds
RMSE for Lasso: 0.15074086758457297
MAE for Lasso: 0.12360237815332552
Training time for Lasso: 0.010364294052124023 seconds
Testing time for Lasso: 0.0003058910369873047 seconds
RMSE for Lasso: 0.00767102509519433
MAE for Lasso: 0.0062899793521890325
Training time for Lasso: 0.0009758472442626953 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.4435373408627162
MAE for Lasso: 0.3636855154736252
Training time for Lasso: 0.00711822509765625 seconds
Testing time for Lasso: 0.0011959075927734375 seconds
RMSE for Lasso: 0.0033388996798732035
MAE for Lasso: 0.002737784036006596
Training time for Lasso: 0.0053517818450927734 seconds
Testing time for Lasso: 0.0008792877197265625 seconds
RMSE for Lasso: 0.04787492659151597
MAE for Lasso: 0.039255809492454156
Training time for Lasso: 0.0018961429595947266 seconds
Testing time for Lasso: 0.001013040542602539 seconds
RMSE for Lasso: 0.43732380331745213
MAE for Lasso: 0.35859062627970223
Training time for Lasso: 0.013280868530273438 seconds
Testing time for Lasso: 0.0010368824005126953 seconds
RMSE for Lasso: 0.008746984417415794
MAE for Lasso: 0.007172229356149886
Training time for Lasso: 0.01841425895690918 seconds
Testing time for Lasso: 0.0016698837280273438 seconds
RMSE for Lasso: 0.02331602048411966
MAE for Lasso: 0.019118342803030233
Training time for Lasso: 0.00712895393371582 seconds
Testing time for Lasso: 0.0004150867462158203 seconds
RMSE for Lasso: 0.0087667383564793
MAE for Lasso: 0.007188426913485868
Training time for Lasso: 0.012579679489135742 seconds
Testing time for Lasso: 0.0012421607971191406 seconds
RMSE for Lasso: 0.017677971108412342
MAE for Lasso: 0.014495334310702521
Training time for Lasso: 0.0021800994873046875 seconds
Testing time for Lasso: 0.00037097930908203125 seconds
RMSE for Lasso: 0.33351285930060626
MAE for Lasso: 0.27346918732005177
Training time for Lasso: 0.0022051334381103516 seconds
Testing time for Lasso: 0.0009558200836181641 seconds
RMSE for Lasso: 0.11928392777192862
MAE for Lasso: 0.0978087587283366
Training time for Lasso: 0.0030536651611328125 seconds
Testing time for Lasso: 0.0008671283721923828 seconds
RMSE for Lasso: 0.09025374272000196
MAE for Lasso: 0.07400499556745223
Training time for Lasso: 0.014738321304321289 seconds
Testing time for Lasso: 0.001264810562133789 seconds
RMSE for Lasso: 0.014586143694903969
MAE for Lasso: 0.01196014111941957
Training time for Lasso: 0.0069980621337890625 seconds
Testing time for Lasso: 0.001020193099975586 seconds
RMSE for Lasso: 0.039714610619824356
MAE for Lasso: 0.03256462828362808
Training time for Lasso: 0.00745701789855957 seconds
Testing time for Lasso: 0.0003769397735595703 seconds
RMSE for Lasso: 0.008373174006557578
MAE for Lasso: 0.006865717548832864
Training time for Lasso: 0.00722193717956543 seconds
Testing time for Lasso: 0.0003666877746582031 seconds
RMSE for Lasso: 0.014035152774482175
MAE for Lasso: 0.011508347327884758
Training time for Lasso: 0.0009992122650146484 seconds
Testing time for Lasso: 0.00028896331787109375 seconds
RMSE for Lasso: 0.1842016386136696
MAE for Lasso: 0.15103907093818628
Training time for Lasso: 0.0007460117340087891 seconds
Testing time for Lasso: 0.0003020763397216797 seconds
RMSE for Lasso: 0.37256134639163824
MAE for Lasso: 0.3054876169939651
Training time for Lasso: 0.00699615478515625 seconds
Testing time for Lasso: 0.0009877681732177734 seconds
RMSE for Lasso: 0.00757773977212119
MAE for Lasso: 0.006213488563968425
Training time for Lasso: 0.010235071182250977 seconds
Testing time for Lasso: 0.0003478527069091797 seconds
RMSE for Lasso: 0.010852104242234787
MAE for Lasso: 0.008898355925634451
Training time for Lasso: 0.005293130874633789 seconds
Testing time for Lasso: 0.00029087066650390625 seconds
RMSE for Lasso: 0.018499298120128904
MAE for Lasso: 0.015168794491189281
Training time for Lasso: 0.0022802352905273438 seconds
Testing time for Lasso: 0.00030493736267089844 seconds
RMSE for Lasso: 0.052360793622546656
MAE for Lasso: 0.04293406769807122
Training time for Lasso: 0.005234956741333008 seconds
Testing time for Lasso: 0.0002799034118652344 seconds
RMSE for Lasso: 0.016515896436792125
MAE for Lasso: 0.013542472652783282
Training time for Lasso: 0.003651857376098633 seconds
Testing time for Lasso: 0.0008869171142578125 seconds
RMSE for Lasso: 0.1888244730780212
MAE for Lasso: 0.1548296377749014
Training time for Lasso: 0.008893013000488281 seconds
Testing time for Lasso: 0.00030994415283203125 seconds
RMSE for Lasso: 0.0032887789384500724
MAE for Lasso: 0.002696686734833662
Training time for Lasso: 0.006738901138305664 seconds
Testing time for Lasso: 0.0010669231414794922 seconds
RMSE for Lasso: 0.00822956966438782
MAE for Lasso: 0.006747966878488416
Training time for Lasso: 0.0019221305847167969 seconds
Testing time for Lasso: 0.0008299350738525391 seconds
RMSE for Lasso: 0.35635844587207294
MAE for Lasso: 0.29220179033467425
Training time for Lasso: 0.011493921279907227 seconds
Testing time for Lasso: 0.0009660720825195312 seconds
RMSE for Lasso: 0.0036891361837690655
MAE for Lasso: 0.0030249660423908066
Training time for Lasso: 0.0011909008026123047 seconds
Testing time for Lasso: 0.0002849102020263672 seconds
RMSE for Lasso: 0.3640198809753857
MAE for Lasso: 0.2984839062201109
Training time for Lasso: 0.0062749385833740234 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.0048006075024071395
MAE for Lasso: 0.0039363346741023795
Training time for Lasso: 0.0015728473663330078 seconds
Testing time for Lasso: 0.0002930164337158203 seconds
RMSE for Lasso: 0.07281860996615847
MAE for Lasso: 0.059708780437967575
Training time for Lasso: 0.001361846923828125 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.001911410324115056
MAE for Lasso: 0.0015536882908317473
Training time for Lasso: 0.006274223327636719 seconds
Testing time for Lasso: 0.00027370452880859375 seconds
RMSE for Lasso: 0.003929763926358223
MAE for Lasso: 0.003222272597073088
Training time for Lasso: 0.00113677978515625 seconds
Testing time for Lasso: 0.0011529922485351562 seconds
RMSE for Lasso: 0.4106054588675913
MAE for Lasso: 0.33668249368606795
Training time for Lasso: 0.004078865051269531 seconds
Testing time for Lasso: 0.001499176025390625 seconds
RMSE for Lasso: 0.34778293836645985
MAE for Lasso: 0.28517016620678676
Training time for Lasso: 0.008431196212768555 seconds
Testing time for Lasso: 0.00030803680419921875 seconds
RMSE for Lasso: 0.0053478574373649725
MAE for Lasso: 0.004385060984944547
Training time for Lasso: 0.014681100845336914 seconds
Testing time for Lasso: 0.000335693359375 seconds
RMSE for Lasso: 0.008609831616074188
MAE for Lasso: 0.007059768729590656
Training time for Lasso: 0.012362003326416016 seconds
Testing time for Lasso: 0.001238107681274414 seconds
RMSE for Lasso: 0.003650680320558074
MAE for Lasso: 0.002993433544121924
Training time for Lasso: 0.016146183013916016 seconds
Testing time for Lasso: 0.0004589557647705078 seconds
RMSE for Lasso: 0.00460070819110249
MAE for Lasso: 0.0037724240461183365
Training time for Lasso: 0.006646871566772461 seconds
Testing time for Lasso: 0.0003409385681152344 seconds
RMSE for Lasso: 0.004033034244231457
MAE for Lasso: 0.0033069507410076414
Training time for Lasso: 0.0016591548919677734 seconds
Testing time for Lasso: 0.000293731689453125 seconds
RMSE for Lasso: 0.11808165660989597
MAE for Lasso: 0.09682293731710573
Training time for Lasso: 0.006776094436645508 seconds
Testing time for Lasso: 0.00029587745666503906 seconds
RMSE for Lasso: 0.0016093127470632627
MAE for Lasso: 0.0013195816497205736
Training time for Lasso: 0.0037822723388671875 seconds
Testing time for Lasso: 0.0011210441589355469 seconds
RMSE for Lasso: 0.12007717902510158
MAE for Lasso: 0.09845919774289377
Training time for Lasso: 0.0047109127044677734 seconds
Testing time for Lasso: 0.0009748935699462891 seconds
RMSE for Lasso: 0.41546637551988475
MAE for Lasso: 0.34066827980934017
Training time for Lasso: 0.00931096076965332 seconds
Testing time for Lasso: 0.0010731220245361328 seconds
RMSE for Lasso: 0.02148257684934449
MAE for Lasso: 0.017614981457827347
Training time for Lasso: 0.0089111328125 seconds
Testing time for Lasso: 0.00043082237243652344 seconds
RMSE for Lasso: 0.006819694515740879
MAE for Lasso: 0.005591917267888951
Training time for Lasso: 0.004218101501464844 seconds
Testing time for Lasso: 0.0003559589385986328 seconds
RMSE for Lasso: 0.005939614093305851
MAE for Lasso: 0.004876980682254883
Training time for Lasso: 0.004495143890380859 seconds
Testing time for Lasso: 0.00029206275939941406 seconds
RMSE for Lasso: 0.02201893428915285
MAE for Lasso: 0.018054776293582916
Training time for Lasso: 0.006293773651123047 seconds
Testing time for Lasso: 0.00028514862060546875 seconds
RMSE for Lasso: 0.0024517789205945185
MAE for Lasso: 0.002010375223030474
Training time for Lasso: 0.0035047531127929688 seconds
Testing time for Lasso: 0.000370025634765625 seconds
RMSE for Lasso: 0.006377294672674503
MAE for Lasso: 0.005233915348862226
Training time for Lasso: 0.009565114974975586 seconds
Testing time for Lasso: 0.0004050731658935547 seconds
RMSE for Lasso: 0.004253095303194023
MAE for Lasso: 0.00348739331549444
Training time for Lasso: 0.0011157989501953125 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.19738451272657187
MAE for Lasso: 0.16184857878672684
Training time for Lasso: 0.0015511512756347656 seconds
Testing time for Lasso: 0.001119852066040039 seconds
RMSE for Lasso: 0.4314247086731751
MAE for Lasso: 0.3537535695566815
Training time for Lasso: 0.002338886260986328 seconds
Testing time for Lasso: 0.00030612945556640625 seconds
RMSE for Lasso: 0.27423271739893645
MAE for Lasso: 0.22486148966166936
Training time for Lasso: 0.006699085235595703 seconds
Testing time for Lasso: 0.0002837181091308594 seconds
RMSE for Lasso: 0.004340779100107968
MAE for Lasso: 0.0035592910430164793
Training time for Lasso: 0.0028488636016845703 seconds
Testing time for Lasso: 0.0003063678741455078 seconds
RMSE for Lasso: 0.0026898875730488733
MAE for Lasso: 0.0022078207734880094
Training time for Lasso: 0.0010399818420410156 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.23093337824901825
MAE for Lasso: 0.18935750605618965
Training time for Lasso: 0.0016329288482666016 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.4194643985308921
MAE for Lasso: 0.3439465225313686
Training time for Lasso: 0.001092672348022461 seconds
Testing time for Lasso: 0.0002751350402832031 seconds
RMSE for Lasso: 0.01717735475507404
MAE for Lasso: 0.0123857269462719
Training time for Lasso: 0.0062618255615234375 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.004186313198880303
MAE for Lasso: 0.003432634264129808
Training time for Lasso: 0.008502960205078125 seconds
Testing time for Lasso: 0.0002799034118652344 seconds
RMSE for Lasso: 0.001537757400360543
MAE for Lasso: 0.001260908702134529
Training time for Lasso: 0.012725353240966797 seconds
Testing time for Lasso: 0.0002827644348144531 seconds
RMSE for Lasso: 0.0021379419304682836
MAE for Lasso: 0.0017530395783994202
Training time for Lasso: 0.0038230419158935547 seconds
Testing time for Lasso: 0.0010356903076171875 seconds
RMSE for Lasso: 0.33508168263647065
MAE for Lasso: 0.2747555690314103
Training time for Lasso: 0.004662036895751953 seconds
Testing time for Lasso: 0.0009987354278564453 seconds
RMSE for Lasso: 0.4371532013048342
MAE for Lasso: 0.3584507384389638
Training time for Lasso: 0.005082130432128906 seconds
Testing time for Lasso: 0.0003437995910644531 seconds
RMSE for Lasso: 0.45116384495122624
MAE for Lasso: 0.36993898911644785
Training time for Lasso: 0.01589202880859375 seconds
Testing time for Lasso: 0.002315998077392578 seconds
RMSE for Lasso: 0.0021914149936293134
MAE for Lasso: 0.0017968856692396162
Training time for Lasso: 0.023724079132080078 seconds
Testing time for Lasso: 0.0011949539184570312 seconds
RMSE for Lasso: 0.0024425577982089023
MAE for Lasso: 0.0020028142166925366
Training time for Lasso: 0.0050580501556396484 seconds
Testing time for Lasso: 0.0009469985961914062 seconds
RMSE for Lasso: 0.005254399435117611
MAE for Lasso: 0.004314660073482504
Training time for Lasso: 0.012200117111206055 seconds
Testing time for Lasso: 0.0008709430694580078 seconds
RMSE for Lasso: 0.004318678393610968
MAE for Lasso: 0.0035411692163008456
Training time for Lasso: 0.006299018859863281 seconds
Testing time for Lasso: 0.0003590583801269531 seconds
RMSE for Lasso: 0.0016546683743193038
MAE for Lasso: 0.001357781270875078
Training time for Lasso: 0.011198997497558594 seconds
Testing time for Lasso: 0.00034880638122558594 seconds
RMSE for Lasso: 0.01645585018344212
MAE for Lasso: 0.013493236769820055
Training time for Lasso: 0.006469011306762695 seconds
Testing time for Lasso: 0.0003139972686767578 seconds
RMSE for Lasso: 0.007734572491427695
MAE for Lasso: 0.005654354740634968
Training time for Lasso: 0.004931926727294922 seconds
Testing time for Lasso: 0.001004934310913086 seconds
RMSE for Lasso: 0.006936059360540573
MAE for Lasso: 0.005692712255070304
Training time for Lasso: 0.016868114471435547 seconds
Testing time for Lasso: 0.0014789104461669922 seconds
RMSE for Lasso: 0.0021562304748557804
MAE for Lasso: 0.0017680355620064959
Training time for Lasso: 0.004992008209228516 seconds
Testing time for Lasso: 0.0012958049774169922 seconds
RMSE for Lasso: 0.004531112206909438
MAE for Lasso: 0.003720946403186183
Training time for Lasso: 0.015908002853393555 seconds
Testing time for Lasso: 0.0012900829315185547 seconds
RMSE for Lasso: 0.0031713216651426965
MAE for Lasso: 0.0026042889402244375
Training time for Lasso: 0.002405881881713867 seconds
Testing time for Lasso: 0.0008771419525146484 seconds
RMSE for Lasso: 0.005652927542428557
MAE for Lasso: 0.004638494721392439
Training time for Lasso: 0.0034160614013671875 seconds
Testing time for Lasso: 0.001344919204711914 seconds
RMSE for Lasso: 0.010539753057206896
MAE for Lasso: 0.008653338829852242
Training time for Lasso: 0.013394832611083984 seconds
Testing time for Lasso: 0.0005321502685546875 seconds
RMSE for Lasso: 0.0025615193605174626
MAE for Lasso: 0.0021003586467091395
Training time for Lasso: 0.002552032470703125 seconds
Testing time for Lasso: 0.0009071826934814453 seconds
RMSE for Lasso: 0.003220233282466985
MAE for Lasso: 0.0026432095224792284
Training time for Lasso: 0.010263681411743164 seconds
Testing time for Lasso: 0.0003552436828613281 seconds
RMSE for Lasso: 0.002820172920364796
MAE for Lasso: 0.0023124457577058523
Training time for Lasso: 0.0010859966278076172 seconds
Testing time for Lasso: 0.00028586387634277344 seconds
RMSE for Lasso: 0.15381280944936188
MAE for Lasso: 0.1261212658718443
Training time for Lasso: 0.0009670257568359375 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.005666648468828479
MAE for Lasso: 0.00465309077820411
Training time for Lasso: 0.0009102821350097656 seconds
Testing time for Lasso: 0.0003008842468261719 seconds
RMSE for Lasso: 0.004767824019310005
MAE for Lasso: 0.003912380608561179
Training time for Lasso: 0.003265857696533203 seconds
Testing time for Lasso: 0.0003559589385986328 seconds
RMSE for Lasso: 0.004943059902537849
MAE for Lasso: 0.0040581751394277174
Training time for Lasso: 0.0012328624725341797 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.11575406695721435
MAE for Lasso: 0.09491439306467057
Training time for Lasso: 0.010459184646606445 seconds
Testing time for Lasso: 0.0007839202880859375 seconds
RMSE for Lasso: 0.001767908845943534
MAE for Lasso: 0.0014496250500413944
Training time for Lasso: 0.0064029693603515625 seconds
Testing time for Lasso: 0.00030517578125 seconds
RMSE for Lasso: 0.0018740892901082634
MAE for Lasso: 0.0015366893984400764
Training time for Lasso: 0.0009891986846923828 seconds
Testing time for Lasso: 0.0002818107604980469 seconds
RMSE for Lasso: 0.0019689468379651166
MAE for Lasso: 0.0016152406180083379
Training time for Lasso: 0.007349967956542969 seconds
Testing time for Lasso: 0.0010182857513427734 seconds
RMSE for Lasso: 0.002144716627237462
MAE for Lasso: 0.0017585945990465657
Training time for Lasso: 0.002499103546142578 seconds
Testing time for Lasso: 0.0002999305725097656 seconds
RMSE for Lasso: 0.006552138836577399
MAE for Lasso: 0.00537652753958553
Training time for Lasso: 0.008138179779052734 seconds
Testing time for Lasso: 0.0009648799896240234 seconds
RMSE for Lasso: 0.004298194089781688
MAE for Lasso: 0.003524372784715428
Training time for Lasso: 0.0023300647735595703 seconds
Testing time for Lasso: 0.0008378028869628906 seconds
RMSE for Lasso: 0.17232451044481242
MAE for Lasso: 0.14130023029843627
Training time for Lasso: 0.0009398460388183594 seconds
Testing time for Lasso: 0.00029015541076660156 seconds
RMSE for Lasso: 0.006924628178619193
MAE for Lasso: 0.00568625302386752
Training time for Lasso: 0.0008640289306640625 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.00594544832945934
MAE for Lasso: 0.004877523299734898
Training time for Lasso: 0.0008540153503417969 seconds
Testing time for Lasso: 0.00029277801513671875 seconds
RMSE for Lasso: 0.016222479815963718
MAE for Lasso: 0.013321066842185116
Training time for Lasso: 0.000904083251953125 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.0018152421993360935
MAE for Lasso: 0.001493876993191554
Training time for Lasso: 0.007402181625366211 seconds
Testing time for Lasso: 0.0009989738464355469 seconds
RMSE for Lasso: 0.002060302591534184
MAE for Lasso: 0.0016893779643793038
Training time for Lasso: 0.014160871505737305 seconds
Testing time for Lasso: 0.0010979175567626953 seconds
RMSE for Lasso: 0.0018863724779222685
MAE for Lasso: 0.0015467611941520866
Training time for Lasso: 0.002696990966796875 seconds
Testing time for Lasso: 0.0018231868743896484 seconds
RMSE for Lasso: 0.007383854505150362
MAE for Lasso: 0.00606317393088002
Training time for Lasso: 0.01758718490600586 seconds
Testing time for Lasso: 0.0006320476531982422 seconds
RMSE for Lasso: 0.0014036493258434196
MAE for Lasso: 0.0011509446478975781
Training time for Lasso: 0.005448102951049805 seconds
Testing time for Lasso: 0.0003898143768310547 seconds
RMSE for Lasso: 0.0011527496716822088
MAE for Lasso: 0.0009452154755278297
Training time for Lasso: 0.0009720325469970703 seconds
Testing time for Lasso: 0.00028395652770996094 seconds
RMSE for Lasso: 0.005418802820708779
MAE for Lasso: 0.004449755818284258
Training time for Lasso: 0.0009710788726806641 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.0036390648110628584
MAE for Lasso: 0.0029877481307039842
Training time for Lasso: 0.0014481544494628906 seconds
Testing time for Lasso: 0.0003299713134765625 seconds
RMSE for Lasso: 0.004390184138703244
MAE for Lasso: 0.0036031896464789794
Training time for Lasso: 0.0024640560150146484 seconds
Testing time for Lasso: 0.000904083251953125 seconds
RMSE for Lasso: 0.003623993160339694
MAE for Lasso: 0.0029746646641048446
Training time for Lasso: 0.0009560585021972656 seconds
Testing time for Lasso: 0.0003108978271484375 seconds
RMSE for Lasso: 0.0046775409421913145
MAE for Lasso: 0.003838308175381835
Training time for Lasso: 0.0009162425994873047 seconds
Testing time for Lasso: 0.0002849102020263672 seconds
RMSE for Lasso: 0.004021171610962338
MAE for Lasso: 0.003298768870356241
Training time for Lasso: 0.008044004440307617 seconds
Testing time for Lasso: 0.0010318756103515625 seconds
RMSE for Lasso: 0.0017647374573969222
MAE for Lasso: 0.0014470246194318915
Training time for Lasso: 0.0035810470581054688 seconds
Testing time for Lasso: 0.0032351016998291016 seconds
RMSE for Lasso: 0.007511098306979118
MAE for Lasso: 0.006163474725284343
Training time for Lasso: 0.007582902908325195 seconds
Testing time for Lasso: 0.0003018379211425781 seconds
RMSE for Lasso: 0.002075189935401645
MAE for Lasso: 0.0017015850793718635
Training time for Lasso: 0.0011310577392578125 seconds
Testing time for Lasso: 0.0002727508544921875 seconds
RMSE for Lasso: 0.0010232550389049082
MAE for Lasso: 0.0007919038851845173
Training time for Lasso: 0.005032062530517578 seconds
Testing time for Lasso: 0.0029931068420410156 seconds
RMSE for Lasso: 0.07147488777574412
MAE for Lasso: 0.0586069740003779
Training time for Lasso: 0.004010915756225586 seconds
Testing time for Lasso: 0.0009641647338867188 seconds
RMSE for Lasso: 0.008973279003023199
MAE for Lasso: 0.007364792490855345
Training time for Lasso: 0.0016977787017822266 seconds
Testing time for Lasso: 0.0009601116180419922 seconds
RMSE for Lasso: 0.0021888835651110586
MAE for Lasso: 0.0018001527769721992
Training time for Lasso: 0.0011479854583740234 seconds
Testing time for Lasso: 0.0002930164337158203 seconds
RMSE for Lasso: 0.010846870767761778
MAE for Lasso: 0.008907227785968131
Training time for Lasso: 0.010149002075195312 seconds
Testing time for Lasso: 0.0016682147979736328 seconds
RMSE for Lasso: 0.0014399695010688788
MAE for Lasso: 0.0011807259547472171
Training time for Lasso: 0.0029120445251464844 seconds
Testing time for Lasso: 0.0003399848937988281 seconds
RMSE for Lasso: 0.36809899294722365
MAE for Lasso: 0.3018286391286498
Training time for Lasso: 0.010139703750610352 seconds
Testing time for Lasso: 0.0011281967163085938 seconds
RMSE for Lasso: 0.0019508699025602221
MAE for Lasso: 0.0015996468859911684
Training time for Lasso: 0.012286901473999023 seconds
Testing time for Lasso: 0.0011022090911865234 seconds
RMSE for Lasso: 0.0015946206358378927
MAE for Lasso: 0.00130753461883808
Training time for Lasso: 0.0023508071899414062 seconds
Testing time for Lasso: 0.0009191036224365234 seconds
RMSE for Lasso: 0.005750895653931299
MAE for Lasso: 0.004718996025866468
Training time for Lasso: 0.002628803253173828 seconds
Testing time for Lasso: 0.0009090900421142578 seconds
RMSE for Lasso: 0.0014004805992784623
MAE for Lasso: 0.0010839576821751696
Training time for Lasso: 0.00357818603515625 seconds
Testing time for Lasso: 0.0003790855407714844 seconds
RMSE for Lasso: 0.00432765212300102
MAE for Lasso: 0.0035511355837090797
Training time for Lasso: 0.0009298324584960938 seconds
Testing time for Lasso: 0.0002899169921875 seconds
RMSE for Lasso: 0.0022520561922393083
MAE for Lasso: 0.0018343828969170596
Training time for Lasso: 0.002174854278564453 seconds
Testing time for Lasso: 0.0002911090850830078 seconds
RMSE for Lasso: 0.00994635600524868
MAE for Lasso: 0.008166640046631172
Training time for Lasso: 0.00095367431640625 seconds
Testing time for Lasso: 0.00028324127197265625 seconds
RMSE for Lasso: 0.007270291554951069
MAE for Lasso: 0.005970355515393777
Training time for Lasso: 0.011806011199951172 seconds
Testing time for Lasso: 0.0008280277252197266 seconds
RMSE for Lasso: 0.0014043040358850355
MAE for Lasso: 0.0011514814878344738
Training time for Lasso: 0.0011069774627685547 seconds
Testing time for Lasso: 0.0004749298095703125 seconds
RMSE for Lasso: 0.0008884977939310221
MAE for Lasso: 0.0006888147900806896
Training time for Lasso: 0.001283884048461914 seconds
Testing time for Lasso: 0.0002989768981933594 seconds
RMSE for Lasso: 0.001418166295446254
MAE for Lasso: 0.001155696791615828
Training time for Lasso: 0.0010180473327636719 seconds
Testing time for Lasso: 0.0002989768981933594 seconds
RMSE for Lasso: 0.001724524943984799
MAE for Lasso: 0.0014156949700532006
Training time for Lasso: 0.0031440258026123047 seconds
Testing time for Lasso: 0.001024007797241211 seconds
RMSE for Lasso: 0.03203968949583109
MAE for Lasso: 0.02627145432048084
Training time for Lasso: 0.00900721549987793 seconds
Testing time for Lasso: 0.00040984153747558594 seconds
RMSE for Lasso: 0.0014253392111571964
MAE for Lasso: 0.0011687296152429294
Training time for Lasso: 0.0017306804656982422 seconds
Testing time for Lasso: 0.0011591911315917969 seconds
RMSE for Lasso: 0.0025134153920849307
MAE for Lasso: 0.0020674808222749517
Training time for Lasso: 0.005645036697387695 seconds
Testing time for Lasso: 0.0009341239929199219 seconds
RMSE for Lasso: 0.011928495757008531
MAE for Lasso: 0.009795008657543293
Training time for Lasso: 0.0031528472900390625 seconds
Testing time for Lasso: 0.00041222572326660156 seconds
RMSE for Lasso: 0.003704728672767843
MAE for Lasso: 0.003042160554145701
Training time for Lasso: 0.004170894622802734 seconds
Testing time for Lasso: 0.0009238719940185547 seconds
RMSE for Lasso: 0.011067829699337298
MAE for Lasso: 0.00908738997924039
Training time for Lasso: 0.0044400691986083984 seconds
Testing time for Lasso: 0.00041103363037109375 seconds
RMSE for Lasso: 0.0014274040938031633
MAE for Lasso: 0.0011559520928819112
Training time for Lasso: 0.0018796920776367188 seconds
Testing time for Lasso: 0.0004961490631103516 seconds
RMSE for Lasso: 0.0014274040938031633
MAE for Lasso: 0.0011559520928819112
Training time for Lasso: 0.0012462139129638672 seconds
Testing time for Lasso: 0.00030303001403808594 seconds
RMSE for Lasso: 0.005902892274774723
MAE for Lasso: 0.004459978657779073
Training time for Lasso: 0.0010428428649902344 seconds
Testing time for Lasso: 0.0003921985626220703 seconds
RMSE for Lasso: 0.010345203534328676
MAE for Lasso: 0.008494661827202075
Training time for Lasso: 0.0020520687103271484 seconds
Testing time for Lasso: 0.0003540515899658203 seconds
RMSE for Lasso: 0.07323864546777527
MAE for Lasso: 0.06005319524558548
Training time for Lasso: 0.01489114761352539 seconds
Testing time for Lasso: 0.001161813735961914 seconds
RMSE for Lasso: 0.0015973831169143581
MAE for Lasso: 0.0013097997592557587
Training time for Lasso: 0.014773130416870117 seconds
Testing time for Lasso: 0.0005090236663818359 seconds
RMSE for Lasso: 0.011717711388044396
MAE for Lasso: 0.009620383435076985
Training time for Lasso: 0.0032639503479003906 seconds
Testing time for Lasso: 0.0008809566497802734 seconds
RMSE for Lasso: 0.0010419163480142907
MAE for Lasso: 0.0008534883414777373
Training time for Lasso: 0.001068115234375 seconds
Testing time for Lasso: 0.0003178119659423828 seconds
RMSE for Lasso: 0.0010263814836856911
MAE for Lasso: 0.0008415978646533783
Training time for Lasso: 0.004232883453369141 seconds
Testing time for Lasso: 0.000888824462890625 seconds
RMSE for Lasso: 0.01218667518272413
MAE for Lasso: 0.010007462578522953
Training time for Lasso: 0.010343074798583984 seconds
Testing time for Lasso: 0.00047707557678222656 seconds
RMSE for Lasso: 0.00231084810977089
MAE for Lasso: 0.001901405438720669
Training time for Lasso: 0.0016019344329833984 seconds
Testing time for Lasso: 0.0010449886322021484 seconds
RMSE for Lasso: 0.0076846962988221775
MAE for Lasso: 0.005619790610960198
Training time for Lasso: 0.004400014877319336 seconds
Testing time for Lasso: 0.001004934310913086 seconds
RMSE for Lasso: 0.0076846962988221775
MAE for Lasso: 0.005619790610960198
Training time for Lasso: 0.0012836456298828125 seconds
Testing time for Lasso: 0.0003502368927001953 seconds
RMSE for Lasso: 0.006922438798364146
MAE for Lasso: 0.005681553601364078
Training time for Lasso: 0.0016829967498779297 seconds
Testing time for Lasso: 0.0011990070343017578 seconds
RMSE for Lasso: 0.005179068865830175
MAE for Lasso: 0.0042510385134194185
Training time for Lasso: 0.002655029296875 seconds
Testing time for Lasso: 0.0003688335418701172 seconds
RMSE for Lasso: 0.0034677365644045495
MAE for Lasso: 0.002846115332702892
Training time for Lasso: 0.0018548965454101562 seconds
Testing time for Lasso: 0.0005168914794921875 seconds
RMSE for Lasso: 0.0034234204033247707
MAE for Lasso: 0.0028145580071870313
Training time for Lasso: 0.0009899139404296875 seconds
Testing time for Lasso: 0.00029587745666503906 seconds
RMSE for Lasso: 0.0013236861231412864
MAE for Lasso: 0.001085377544719597
Training time for Lasso: 0.0010721683502197266 seconds
Testing time for Lasso: 0.0002849102020263672 seconds
RMSE for Lasso: 0.010931717099819957
MAE for Lasso: 0.008976742380716987
Training time for Lasso: 0.0016980171203613281 seconds
Testing time for Lasso: 0.00028014183044433594 seconds
RMSE for Lasso: 0.0015116727422308524
MAE for Lasso: 0.0012340518249559995
Training time for Lasso: 0.000982046127319336 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.0065862228938316615
MAE for Lasso: 0.005407142882355949
Training time for Lasso: 0.0010137557983398438 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.005551616019775693
MAE for Lasso: 0.004558883835060943
Training time for Lasso: 0.003017902374267578 seconds
Testing time for Lasso: 0.0004439353942871094 seconds
RMSE for Lasso: 0.0018805032640419358
MAE for Lasso: 0.0014865352746422022
Training time for Lasso: 0.001216888427734375 seconds
Testing time for Lasso: 0.00030493736267089844 seconds
RMSE for Lasso: 0.004854458970960208
MAE for Lasso: 0.003985799689167759
Training time for Lasso: 0.004899024963378906 seconds
Testing time for Lasso: 0.0009019374847412109 seconds
RMSE for Lasso: 0.015535397174855014
MAE for Lasso: 0.011240248057499765
Training time for Lasso: 0.0013689994812011719 seconds
Testing time for Lasso: 0.0003139972686767578 seconds
RMSE for Lasso: 0.009368443016059855
MAE for Lasso: 0.0076928041592029305
Training time for Lasso: 0.002196073532104492 seconds
Testing time for Lasso: 0.0003879070281982422 seconds
RMSE for Lasso: 0.011535686237783402
MAE for Lasso: 0.009470805589611872
Training time for Lasso: 0.0013380050659179688 seconds
Testing time for Lasso: 0.0009391307830810547 seconds
RMSE for Lasso: 0.25744848643173507
MAE for Lasso: 0.2110989918316982
Training time for Lasso: 0.009947776794433594 seconds
Testing time for Lasso: 0.00041103363037109375 seconds
RMSE for Lasso: 0.0013542208308424905
MAE for Lasso: 0.0011104149652158845
Training time for Lasso: 0.0025300979614257812 seconds
Testing time for Lasso: 0.0008630752563476562 seconds
RMSE for Lasso: 0.00898175247381524
MAE for Lasso: 0.007375877089274852
Training time for Lasso: 0.002328157424926758 seconds
Testing time for Lasso: 0.00037670135498046875 seconds
RMSE for Lasso: 0.009048766297340858
MAE for Lasso: 0.006563618539154037
Training time for Lasso: 0.0009617805480957031 seconds
Testing time for Lasso: 0.00029206275939941406 seconds
RMSE for Lasso: 0.010860528233336159
MAE for Lasso: 0.008917396149052239
Training time for Lasso: 0.0009391307830810547 seconds
Testing time for Lasso: 0.0002899169921875 seconds
RMSE for Lasso: 0.001385433525532223
MAE for Lasso: 0.0011188702585374877
Training time for Lasso: 0.0016360282897949219 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.0013829914573516555
MAE for Lasso: 0.0011348336794933188
Training time for Lasso: 0.013129949569702148 seconds
Testing time for Lasso: 0.0010309219360351562 seconds
RMSE for Lasso: 0.0016148810156620275
MAE for Lasso: 0.0013241474403584608
Training time for Lasso: 0.009327888488769531 seconds
Testing time for Lasso: 0.0003719329833984375 seconds
RMSE for Lasso: 0.0017164686918566374
MAE for Lasso: 0.0014074458754130426
Training time for Lasso: 0.0017139911651611328 seconds
Testing time for Lasso: 0.00033402442932128906 seconds
RMSE for Lasso: 0.32507409170304224
MAE for Lasso: 0.26654968526029316
Training time for Lasso: 0.00131988525390625 seconds
Testing time for Lasso: 0.0002899169921875 seconds
RMSE for Lasso: 0.004119980749769066
MAE for Lasso: 0.003383110632624646
Training time for Lasso: 0.0016362667083740234 seconds
Testing time for Lasso: 0.00030994415283203125 seconds
RMSE for Lasso: 0.12379570867233308
MAE for Lasso: 0.10150826542438553
Training time for Lasso: 0.0038809776306152344 seconds
Testing time for Lasso: 0.0010721683502197266 seconds
RMSE for Lasso: 0.001951381421314327
MAE for Lasso: 0.0016024815253400603
Training time for Lasso: 0.09534788131713867 seconds
Testing time for Lasso: 0.00899195671081543 seconds
RMSE for Lasso: 0.00224023146531199
MAE for Lasso: 0.0018369135136554959
Training time for Lasso: 0.020652055740356445 seconds
Testing time for Lasso: 0.0010650157928466797 seconds
RMSE for Lasso: 0.005477572267803683
MAE for Lasso: 0.004498037526559768
Training time for Lasso: 0.00534510612487793 seconds
Testing time for Lasso: 0.0004200935363769531 seconds
RMSE for Lasso: 0.0014600704570075346
MAE for Lasso: 0.0011997865090802317
Training time for Lasso: 0.003324747085571289 seconds
Testing time for Lasso: 0.00044083595275878906 seconds
RMSE for Lasso: 0.001350670895594665
MAE for Lasso: 0.0011088876474527254
Training time for Lasso: 0.011313915252685547 seconds
Testing time for Lasso: 0.0012400150299072266 seconds
RMSE for Lasso: 0.1089840285978778
MAE for Lasso: 0.08936319215404354
Training time for Lasso: 0.0032701492309570312 seconds
Testing time for Lasso: 0.000331878662109375 seconds
RMSE for Lasso: 0.009834148037633461
MAE for Lasso: 0.00807551494220271
Training time for Lasso: 0.005554914474487305 seconds
Testing time for Lasso: 0.0010008811950683594 seconds
RMSE for Lasso: 0.0032641776029140503
MAE for Lasso: 0.0026856141552269275
Training time for Lasso: 0.01404428482055664 seconds
Testing time for Lasso: 0.0004057884216308594 seconds
RMSE for Lasso: 0.0017948266743883958
MAE for Lasso: 0.0014716967527205415
Training time for Lasso: 0.014349937438964844 seconds
Testing time for Lasso: 0.0026650428771972656 seconds
RMSE for Lasso: 0.0016365632230974458
MAE for Lasso: 0.001341926112099836
Training time for Lasso: 0.0027091503143310547 seconds
Testing time for Lasso: 0.0009226799011230469 seconds
RMSE for Lasso: 0.007400676355715668
MAE for Lasso: 0.006076105055335734
Training time for Lasso: 0.0033190250396728516 seconds
Testing time for Lasso: 0.0008969306945800781 seconds
RMSE for Lasso: 0.015026480134119518
MAE for Lasso: 0.010883455775461704
Training time for Lasso: 0.01793980598449707 seconds
Testing time for Lasso: 0.0012540817260742188 seconds
RMSE for Lasso: 0.0015357293930965425
MAE for Lasso: 0.001259245805252611
Training time for Lasso: 0.01843094825744629 seconds
Testing time for Lasso: 0.0005178451538085938 seconds
RMSE for Lasso: 0.0013562581665175037
MAE for Lasso: 0.0011120855110967388
Training time for Lasso: 0.0031118392944335938 seconds
Testing time for Lasso: 0.0004210472106933594 seconds
RMSE for Lasso: 0.010982213259201108
MAE for Lasso: 0.00901718363466828
Training time for Lasso: 0.003643035888671875 seconds
Testing time for Lasso: 0.0010628700256347656 seconds
RMSE for Lasso: 0.0021658301152509924
MAE for Lasso: 0.0017754686567337963
Training time for Lasso: 0.005670070648193359 seconds
Testing time for Lasso: 0.0003256797790527344 seconds
RMSE for Lasso: 0.0012258948585059137
MAE for Lasso: 0.0009591006072620356
Training time for Lasso: 0.0014181137084960938 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.0024447987559813055
MAE for Lasso: 0.001996083447599872
Training time for Lasso: 0.002630949020385742 seconds
Testing time for Lasso: 0.00031685829162597656 seconds
RMSE for Lasso: 0.011652762769850583
MAE for Lasso: 0.009569222479030746
Training time for Lasso: 0.0024220943450927734 seconds
Testing time for Lasso: 0.00047588348388671875 seconds
RMSE for Lasso: 0.007154653147594213
MAE for Lasso: 0.005873957443322589
Training time for Lasso: 0.00465083122253418 seconds
Testing time for Lasso: 0.00040912628173828125 seconds
RMSE for Lasso: 0.00935161901901178
MAE for Lasso: 0.006792886445089472
Training time for Lasso: 0.0019259452819824219 seconds
Testing time for Lasso: 0.0002758502960205078 seconds
RMSE for Lasso: 0.2904396133898118
MAE for Lasso: 0.23815059247137832
Training time for Lasso: 0.0018358230590820312 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.014134708918197063
MAE for Lasso: 0.011606891002622443
Training time for Lasso: 0.010283946990966797 seconds
Testing time for Lasso: 0.0012021064758300781 seconds
RMSE for Lasso: 0.001925606685351788
MAE for Lasso: 0.001578931908189878
Training time for Lasso: 0.003401041030883789 seconds
Testing time for Lasso: 0.001001119613647461 seconds
RMSE for Lasso: 0.0015506015542847192
MAE for Lasso: 0.0012727529002240522
Training time for Lasso: 0.004539012908935547 seconds
Testing time for Lasso: 0.001203775405883789 seconds
RMSE for Lasso: 0.038999946216658005
MAE for Lasso: 0.03197862780991105
Training time for Lasso: 0.004498958587646484 seconds
Testing time for Lasso: 0.001049041748046875 seconds
RMSE for Lasso: 0.005740534007860041
MAE for Lasso: 0.004711942082091189
Training time for Lasso: 0.001989126205444336 seconds
Testing time for Lasso: 0.00030994415283203125 seconds
RMSE for Lasso: 0.0017209591654956463
MAE for Lasso: 0.001367009357979363
Training time for Lasso: 0.007183074951171875 seconds
Testing time for Lasso: 0.0002949237823486328 seconds
RMSE for Lasso: 0.0014343379355746839
MAE for Lasso: 0.0011761082628323738
Training time for Lasso: 0.005569934844970703 seconds
Testing time for Lasso: 0.0009369850158691406 seconds
RMSE for Lasso: 0.0041718051517149295
MAE for Lasso: 0.0034248688462270582
Training time for Lasso: 0.003833293914794922 seconds
Testing time for Lasso: 0.00033283233642578125 seconds
RMSE for Lasso: 0.0036407666661097847
MAE for Lasso: 0.002988603450571237
Training time for Lasso: 0.0022819042205810547 seconds
Testing time for Lasso: 0.0003941059112548828 seconds
RMSE for Lasso: 0.006356172693830044
MAE for Lasso: 0.005215527550442803
Training time for Lasso: 0.006376981735229492 seconds
Testing time for Lasso: 0.0005550384521484375 seconds
RMSE for Lasso: 0.0013898714756423506
MAE for Lasso: 0.0011421804310803995
Training time for Lasso: 0.005544900894165039 seconds
Testing time for Lasso: 0.0003459453582763672 seconds
RMSE for Lasso: 0.0025330382376611386
MAE for Lasso: 0.002078547746236499
Training time for Lasso: 0.0009930133819580078 seconds
Testing time for Lasso: 0.00030303001403808594 seconds
RMSE for Lasso: 0.0033307782650897513
MAE for Lasso: 0.0027390448357628382
Training time for Lasso: 0.0008981227874755859 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.005867719344789962
MAE for Lasso: 0.0048154111138271815
Training time for Lasso: 0.0009548664093017578 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.0025330382376611386
MAE for Lasso: 0.002078547746236499
Training time for Lasso: 0.0008819103240966797 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.003145850460494496
MAE for Lasso: 0.0025880295845622835
Training time for Lasso: 0.0060002803802490234 seconds
Testing time for Lasso: 0.0010998249053955078 seconds
RMSE for Lasso: 0.005948309656267434
MAE for Lasso: 0.00488300634771532
Training time for Lasso: 0.002447843551635742 seconds
Testing time for Lasso: 0.0008702278137207031 seconds
RMSE for Lasso: 0.002044779066796489
MAE for Lasso: 0.0016827757983228241
Training time for Lasso: 0.0026369094848632812 seconds
Testing time for Lasso: 0.0008571147918701172 seconds
RMSE for Lasso: 0.007049409445929898
MAE for Lasso: 0.005784180773992027
Training time for Lasso: 0.0012042522430419922 seconds
Testing time for Lasso: 0.00031065940856933594 seconds
RMSE for Lasso: 0.005649983706501232
MAE for Lasso: 0.004314967819367803
Training time for Lasso: 0.0010221004486083984 seconds
Testing time for Lasso: 0.0002868175506591797 seconds
RMSE for Lasso: 0.001834751093773353
MAE for Lasso: 0.0015070511305582547
Training time for Lasso: 0.0009217262268066406 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.0033468772122325426
MAE for Lasso: 0.002752158032323031
Training time for Lasso: 0.0007390975952148438 seconds
Testing time for Lasso: 0.0002796649932861328 seconds
RMSE for Lasso: 0.44376760665958376
MAE for Lasso: 0.3638743255856878
Training time for Lasso: 0.0009319782257080078 seconds
Testing time for Lasso: 0.0002791881561279297 seconds
RMSE for Lasso: 0.0016067273830939577
MAE for Lasso: 0.0013195837586323922
Training time for Lasso: 0.0009143352508544922 seconds
Testing time for Lasso: 0.00027370452880859375 seconds
RMSE for Lasso: 0.003568593216164686
MAE for Lasso: 0.0029356987205530326
Training time for Lasso: 0.0009799003601074219 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.0029648787798773673
MAE for Lasso: 0.0024346532056541115
Training time for Lasso: 0.009554862976074219 seconds
Testing time for Lasso: 0.0010411739349365234 seconds
RMSE for Lasso: 0.001474293409897241
MAE for Lasso: 0.001208870391136081
Training time for Lasso: 0.002413034439086914 seconds
Testing time for Lasso: 0.0008809566497802734 seconds
RMSE for Lasso: 0.006635061147142966
MAE for Lasso: 0.0054466404728745485
Training time for Lasso: 0.002657651901245117 seconds
Testing time for Lasso: 0.0008308887481689453 seconds
RMSE for Lasso: 0.019486894988875143
MAE for Lasso: 0.013992834788527855
Training time for Lasso: 0.0022389888763427734 seconds
Testing time for Lasso: 0.0004012584686279297 seconds
RMSE for Lasso: 0.010738599593252638
MAE for Lasso: 0.008816663604372525
Training time for Lasso: 0.0015151500701904297 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.003290835516438124
MAE for Lasso: 0.002706487913592044
Training time for Lasso: 0.0010190010070800781 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.005536264061656643
MAE for Lasso: 0.004259652635897995
Training time for Lasso: 0.0009288787841796875 seconds
Testing time for Lasso: 0.0002682209014892578 seconds
RMSE for Lasso: 0.0008719468887182409
MAE for Lasso: 0.0006957883581014279
Training time for Lasso: 0.0008687973022460938 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.0011491439292668868
MAE for Lasso: 0.0008895223436873679
Training time for Lasso: 0.008640050888061523 seconds
Testing time for Lasso: 0.0009961128234863281 seconds
RMSE for Lasso: 0.0014884309057994437
MAE for Lasso: 0.0012204626563432886
Training time for Lasso: 0.0033528804779052734 seconds
Testing time for Lasso: 0.0002951622009277344 seconds
RMSE for Lasso: 0.010271029728465653
MAE for Lasso: 0.008433672037766975
Training time for Lasso: 0.00096893310546875 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.00806926681283499
MAE for Lasso: 0.006623783590609644
Training time for Lasso: 0.0008928775787353516 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.00462451329744587
MAE for Lasso: 0.003795771273642572
Training time for Lasso: 0.0009071826934814453 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.010334132257286405
MAE for Lasso: 0.008486401292894099
Training time for Lasso: 0.0022780895233154297 seconds
Testing time for Lasso: 0.00029206275939941406 seconds
RMSE for Lasso: 0.0033435517518328206
MAE for Lasso: 0.0027461051952757743
Training time for Lasso: 0.00092315673828125 seconds
Testing time for Lasso: 0.0002727508544921875 seconds
RMSE for Lasso: 0.0012638440026563039
MAE for Lasso: 0.0010300606303873484
Training time for Lasso: 0.0009200572967529297 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.002694418377819499
MAE for Lasso: 0.0022173247979880807
Training time for Lasso: 0.0011699199676513672 seconds
Testing time for Lasso: 0.0010251998901367188 seconds
RMSE for Lasso: 0.0034506482383526876
MAE for Lasso: 0.0028330494534978003
Training time for Lasso: 0.003625154495239258 seconds
Testing time for Lasso: 0.0002989768981933594 seconds
RMSE for Lasso: 0.0012805003060412355
MAE for Lasso: 0.0010530836135517507
Training time for Lasso: 0.0009610652923583984 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.0010048462357601896
MAE for Lasso: 0.0008269496066255488
Training time for Lasso: 0.0035216808319091797 seconds
Testing time for Lasso: 0.0009510517120361328 seconds
RMSE for Lasso: 0.030166500482722777
MAE for Lasso: 0.02473550311852322
Training time for Lasso: 0.00292205810546875 seconds
Testing time for Lasso: 0.0008800029754638672 seconds
RMSE for Lasso: 0.002576550478573398
MAE for Lasso: 0.0021167833324402174
Training time for Lasso: 0.0029861927032470703 seconds
Testing time for Lasso: 0.0002951622009277344 seconds
RMSE for Lasso: 0.006267745236087441
MAE for Lasso: 0.005146050195717269
Training time for Lasso: 0.0009281635284423828 seconds
Testing time for Lasso: 0.00028896331787109375 seconds
RMSE for Lasso: 0.00151128946187029
MAE for Lasso: 0.0012434425129363457
Training time for Lasso: 0.0008778572082519531 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.010334132257286405
MAE for Lasso: 0.008486401292894099
Training time for Lasso: 0.0009069442749023438 seconds
Testing time for Lasso: 0.00026917457580566406 seconds
RMSE for Lasso: 0.01083112089402758
MAE for Lasso: 0.008893279921072902
Training time for Lasso: 0.0009150505065917969 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.004617306753200531
MAE for Lasso: 0.0037909071352453336
Training time for Lasso: 0.0008900165557861328 seconds
Testing time for Lasso: 0.00026702880859375 seconds
RMSE for Lasso: 0.0010249082243759403
MAE for Lasso: 0.0008403898421863331
Training time for Lasso: 0.0008759498596191406 seconds
Testing time for Lasso: 0.00026917457580566406 seconds
RMSE for Lasso: 0.0030163552217274954
MAE for Lasso: 0.0024820654493943107
Training time for Lasso: 0.0016558170318603516 seconds
Testing time for Lasso: 0.0010161399841308594 seconds
RMSE for Lasso: 0.004449742039049025
MAE for Lasso: 0.003653062644011529
Training time for Lasso: 0.003786802291870117 seconds
Testing time for Lasso: 0.0003020763397216797 seconds
RMSE for Lasso: 0.0017848218433831112
MAE for Lasso: 0.001464726950737063
Training time for Lasso: 0.0009720325469970703 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.007498699971400307
MAE for Lasso: 0.006157165189979228
Training time for Lasso: 0.0009438991546630859 seconds
Testing time for Lasso: 0.0002732276916503906 seconds
RMSE for Lasso: 0.0019917286850821645
MAE for Lasso: 0.0016348743330859604
Training time for Lasso: 0.0009059906005859375 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.010405248256253241
MAE for Lasso: 0.008544789455151518
Training time for Lasso: 0.0009169578552246094 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.0008920046457439625
MAE for Lasso: 0.000701499504039198
Training time for Lasso: 0.0009641647338867188 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.006461145297587083
MAE for Lasso: 0.005304608996966475
Training time for Lasso: 0.0010349750518798828 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.006798117565771526
MAE for Lasso: 0.005005473620049834
Training time for Lasso: 0.0030982494354248047 seconds
Testing time for Lasso: 0.0009050369262695312 seconds
RMSE for Lasso: 0.0034071879852748455
MAE for Lasso: 0.002795555878747411
Training time for Lasso: 0.002949237823486328 seconds
Testing time for Lasso: 0.00033593177795410156 seconds
RMSE for Lasso: 0.002419476750239748
MAE for Lasso: 0.0019828349762139297
Training time for Lasso: 0.0013611316680908203 seconds
Testing time for Lasso: 0.00029015541076660156 seconds
RMSE for Lasso: 0.0015971077608081927
MAE for Lasso: 0.0013143756000347652
Training time for Lasso: 0.0028002262115478516 seconds
Testing time for Lasso: 0.00028586387634277344 seconds
RMSE for Lasso: 0.001720082221011407
MAE for Lasso: 0.0013860071467014469
Training time for Lasso: 0.0010828971862792969 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.00216704864440699
MAE for Lasso: 0.0017833501857284339
Training time for Lasso: 0.0011630058288574219 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.008094937419436446
MAE for Lasso: 0.006645962309818225
Training time for Lasso: 0.0010800361633300781 seconds
Testing time for Lasso: 0.00038623809814453125 seconds
RMSE for Lasso: 0.0036809976237019903
MAE for Lasso: 0.0030205610138996698
Training time for Lasso: 0.0011398792266845703 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.0017045916952786126
MAE for Lasso: 0.0013987854726993287
Training time for Lasso: 0.0012841224670410156 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.007935913610210068
MAE for Lasso: 0.006513141444877269
Training time for Lasso: 0.0010421276092529297 seconds
Testing time for Lasso: 0.0003788471221923828 seconds
RMSE for Lasso: 0.006275581460604336
MAE for Lasso: 0.005150636124939254
Training time for Lasso: 0.0011630058288574219 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.0025493901688676043
MAE for Lasso: 0.002093329453870485
Training time for Lasso: 0.0012059211730957031 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.004126679121397381
MAE for Lasso: 0.0033886162278593712
Training time for Lasso: 0.0011301040649414062 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.001241974562989334
MAE for Lasso: 0.0010194467227308745
Training time for Lasso: 0.001049041748046875 seconds
Testing time for Lasso: 0.0002722740173339844 seconds
RMSE for Lasso: 0.0020460890764385517
MAE for Lasso: 0.001673718864703968
Training time for Lasso: 0.0011980533599853516 seconds
Testing time for Lasso: 0.0002791881561279297 seconds
RMSE for Lasso: 0.007016150475153621
MAE for Lasso: 0.005760563509966312
Training time for Lasso: 0.0010709762573242188 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.0033924167883139485
MAE for Lasso: 0.002783400368480509
Training time for Lasso: 0.0022470951080322266 seconds
Testing time for Lasso: 0.0008921623229980469 seconds
RMSE for Lasso: 0.0012963462093980107
MAE for Lasso: 0.0010659946674508624
Training time for Lasso: 0.0024988651275634766 seconds
Testing time for Lasso: 0.0008652210235595703 seconds
RMSE for Lasso: 0.0015863195918534917
MAE for Lasso: 0.0013026745954245644
Training time for Lasso: 0.0038869380950927734 seconds
Testing time for Lasso: 0.0012500286102294922 seconds
RMSE for Lasso: 0.0008660140111774036
MAE for Lasso: 0.0006757627305950109
Training time for Lasso: 0.006351947784423828 seconds
Testing time for Lasso: 0.0003609657287597656 seconds
RMSE for Lasso: 0.005452277028426285
MAE for Lasso: 0.004473982781421295
Training time for Lasso: 0.007976770401000977 seconds
Testing time for Lasso: 0.00031304359436035156 seconds
RMSE for Lasso: 0.005793932389803792
MAE for Lasso: 0.0047559484172452395
Training time for Lasso: 0.0017020702362060547 seconds
Testing time for Lasso: 0.00034308433532714844 seconds
RMSE for Lasso: 0.01234259157309243
MAE for Lasso: 0.010135406687959172
Training time for Lasso: 0.003269195556640625 seconds
Testing time for Lasso: 0.0003409385681152344 seconds
RMSE for Lasso: 0.011193458738026876
MAE for Lasso: 0.009191782788145959
Training time for Lasso: 0.0011310577392578125 seconds
Testing time for Lasso: 0.0002849102020263672 seconds
RMSE for Lasso: 0.008406738980516405
MAE for Lasso: 0.006902130134894761
Training time for Lasso: 0.0010721683502197266 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.0028349698071519856
MAE for Lasso: 0.002326609886011717
Training time for Lasso: 0.0009610652923583984 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.0013966330760947095
MAE for Lasso: 0.0011463990144558879
Training time for Lasso: 0.0008862018585205078 seconds
Testing time for Lasso: 0.0002970695495605469 seconds
RMSE for Lasso: 0.003505278976309587
MAE for Lasso: 0.002881272568283553
Training time for Lasso: 0.0014300346374511719 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.01162665930527418
MAE for Lasso: 0.009546866551371425
Training time for Lasso: 0.00993800163269043 seconds
Testing time for Lasso: 0.001070261001586914 seconds
RMSE for Lasso: 0.0013665691919260408
MAE for Lasso: 0.0011205402008067722
Training time for Lasso: 0.001355886459350586 seconds
Testing time for Lasso: 0.000286102294921875 seconds
RMSE for Lasso: 0.0026983980015998638
MAE for Lasso: 0.0022106083410599543
Training time for Lasso: 0.0010030269622802734 seconds
Testing time for Lasso: 0.00028014183044433594 seconds
RMSE for Lasso: 0.0031565856350039114
MAE for Lasso: 0.0025977048840891827
Training time for Lasso: 0.0009610652923583984 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.002357061995012893
MAE for Lasso: 0.0019341506284986387
Training time for Lasso: 0.0009212493896484375 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.012660283602319543
MAE for Lasso: 0.010396072763524992
Training time for Lasso: 0.0009341239929199219 seconds
Testing time for Lasso: 0.00029277801513671875 seconds
RMSE for Lasso: 0.0012816174716156078
MAE for Lasso: 0.0010486676815444173
Training time for Lasso: 0.0009331703186035156 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.004594472536068879
MAE for Lasso: 0.0037721500933115683
Training time for Lasso: 0.0015718936920166016 seconds
Testing time for Lasso: 0.00032210350036621094 seconds
RMSE for Lasso: 0.003994997151964497
MAE for Lasso: 0.0032799184460276455
Training time for Lasso: 0.0011239051818847656 seconds
Testing time for Lasso: 0.00030112266540527344 seconds
RMSE for Lasso: 0.0043334304850988275
MAE for Lasso: 0.003558039041363532
Training time for Lasso: 0.0009229183197021484 seconds
Testing time for Lasso: 0.0002758502960205078 seconds
RMSE for Lasso: 0.0052505430241278715
MAE for Lasso: 0.004310824826950741
Training time for Lasso: 0.0008828639984130859 seconds
Testing time for Lasso: 0.0002791881561279297 seconds
RMSE for Lasso: 0.011614709616406172
MAE for Lasso: 0.009537040997028266
Training time for Lasso: 0.0016169548034667969 seconds
Testing time for Lasso: 0.0002751350402832031 seconds
RMSE for Lasso: 0.008488677291258443
MAE for Lasso: 0.006970764431472629
Training time for Lasso: 0.0008828639984130859 seconds
Testing time for Lasso: 0.0002741813659667969 seconds
RMSE for Lasso: 0.0021379850396312083
MAE for Lasso: 0.0017518144776088197
Training time for Lasso: 0.0009007453918457031 seconds
Testing time for Lasso: 0.00028395652770996094 seconds
RMSE for Lasso: 0.007161602886557725
MAE for Lasso: 0.005881050521824686
Training time for Lasso: 0.0008561611175537109 seconds
Testing time for Lasso: 0.0002739429473876953 seconds
RMSE for Lasso: 0.0013041356115164496
MAE for Lasso: 0.0010693467909579013
Training time for Lasso: 0.002988100051879883 seconds
Testing time for Lasso: 0.0008919239044189453 seconds
RMSE for Lasso: 0.001936118097372358
MAE for Lasso: 0.0015886638921694285
Training time for Lasso: 0.002468109130859375 seconds
Testing time for Lasso: 0.0008590221405029297 seconds
RMSE for Lasso: 0.0034669283456948896
MAE for Lasso: 0.0028446983307021333
Training time for Lasso: 0.0025262832641601562 seconds
Testing time for Lasso: 0.0003228187561035156 seconds
RMSE for Lasso: 0.008333810368928142
MAE for Lasso: 0.006842227276882893
Training time for Lasso: 0.0062830448150634766 seconds
Testing time for Lasso: 0.0002739429473876953 seconds
RMSE for Lasso: 0.001451628235503256
MAE for Lasso: 0.0011902857199662532
Training time for Lasso: 0.0011088848114013672 seconds
Testing time for Lasso: 0.0002722740173339844 seconds
RMSE for Lasso: 0.0017987583675813472
MAE for Lasso: 0.0014778493606791444
Training time for Lasso: 0.008188009262084961 seconds
Testing time for Lasso: 0.0012209415435791016 seconds
RMSE for Lasso: 0.0013942177587373437
MAE for Lasso: 0.0011432110840456833
Training time for Lasso: 0.0024530887603759766 seconds
Testing time for Lasso: 0.0008912086486816406 seconds
RMSE for Lasso: 0.0026764493013963463
MAE for Lasso: 0.0022005846700249255
Training time for Lasso: 0.0009746551513671875 seconds
Testing time for Lasso: 0.0002732276916503906 seconds
RMSE for Lasso: 0.003288613705174845
MAE for Lasso: 0.0026988686765637214
Training time for Lasso: 0.0008759498596191406 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.005163596669376285
MAE for Lasso: 0.0042371207971400975
Training time for Lasso: 0.0008668899536132812 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.0015764113982185172
MAE for Lasso: 0.0012200813558538393
Training time for Lasso: 0.0008687973022460938 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.007163297528746035
MAE for Lasso: 0.005879517191268277
Training time for Lasso: 0.0009241104125976562 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.004269505262156233
MAE for Lasso: 0.0035050418766285228
Training time for Lasso: 0.000885009765625 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.008347775807249266
MAE for Lasso: 0.006855238963839891
Training time for Lasso: 0.0010461807250976562 seconds
Testing time for Lasso: 0.00026988983154296875 seconds
RMSE for Lasso: 0.004721249869815351
MAE for Lasso: 0.003875906611252926
Training time for Lasso: 0.002234935760498047 seconds
Testing time for Lasso: 0.0009400844573974609 seconds
RMSE for Lasso: 0.007265078107725284
MAE for Lasso: 0.00596261502383892
Training time for Lasso: 0.0032949447631835938 seconds
Testing time for Lasso: 0.0009250640869140625 seconds
RMSE for Lasso: 0.009529342449276288
MAE for Lasso: 0.007825053549088396
Training time for Lasso: 0.002613067626953125 seconds
Testing time for Lasso: 0.0018510818481445312 seconds
RMSE for Lasso: 0.0069873266765073504
MAE for Lasso: 0.005733115048270836
Training time for Lasso: 0.002593994140625 seconds
Testing time for Lasso: 0.0008389949798583984 seconds
RMSE for Lasso: 0.006005208335517996
MAE for Lasso: 0.004928321997615548
Training time for Lasso: 0.0025517940521240234 seconds
Testing time for Lasso: 0.0014941692352294922 seconds
RMSE for Lasso: 0.0031464972152550914
MAE for Lasso: 0.0025832903192023783
Training time for Lasso: 0.0020999908447265625 seconds
Testing time for Lasso: 0.0003440380096435547 seconds
RMSE for Lasso: 0.0035930865042126006
MAE for Lasso: 0.00294990528268376
Training time for Lasso: 0.0013148784637451172 seconds
Testing time for Lasso: 0.0003960132598876953 seconds
RMSE for Lasso: 0.009449760617028671
MAE for Lasso: 0.007760044076100589
Training time for Lasso: 0.0010502338409423828 seconds
Testing time for Lasso: 0.00027871131896972656 seconds
RMSE for Lasso: 0.007781907102890866
MAE for Lasso: 0.0063865331668370474
Training time for Lasso: 0.0011990070343017578 seconds
Testing time for Lasso: 0.0002791881561279297 seconds
RMSE for Lasso: 0.004640441387790934
MAE for Lasso: 0.0038092643074863286
Training time for Lasso: 0.0011603832244873047 seconds
Testing time for Lasso: 0.00037384033203125 seconds
RMSE for Lasso: 0.00203300963234565
MAE for Lasso: 0.0016691502957105885
Training time for Lasso: 0.0066089630126953125 seconds
Testing time for Lasso: 0.00028204917907714844 seconds
RMSE for Lasso: 0.0014426427050574773
MAE for Lasso: 0.0011829178910017822
Training time for Lasso: 0.002979755401611328 seconds
Testing time for Lasso: 0.00038123130798339844 seconds
RMSE for Lasso: 0.0013820788654126935
MAE for Lasso: 0.0011340011653825676
Training time for Lasso: 0.006613969802856445 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.001655123123282476
MAE for Lasso: 0.0013571445982176922
Training time for Lasso: 0.0011658668518066406 seconds
Testing time for Lasso: 0.0002772808074951172 seconds
RMSE for Lasso: 0.0022050341902354036
MAE for Lasso: 0.0018087896933547843
Training time for Lasso: 0.0010790824890136719 seconds
Testing time for Lasso: 0.00036978721618652344 seconds
RMSE for Lasso: 0.0038117579727217905
MAE for Lasso: 0.0031274406038428373
Training time for Lasso: 0.0010309219360351562 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.007542626903421722
MAE for Lasso: 0.006189348976344622
Training time for Lasso: 0.0011408329010009766 seconds
Testing time for Lasso: 0.00028014183044433594 seconds
RMSE for Lasso: 0.007549829621882963
MAE for Lasso: 0.006195926595347858
Training time for Lasso: 0.007596015930175781 seconds
Testing time for Lasso: 0.0002808570861816406 seconds
RMSE for Lasso: 0.0017266938879667612
MAE for Lasso: 0.001415830188017857
Training time for Lasso: 0.0022530555725097656 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.004457623588696429
MAE for Lasso: 0.003659332051909896
Training time for Lasso: 0.0024459362030029297 seconds
Testing time for Lasso: 0.0010921955108642578 seconds
RMSE for Lasso: 0.0008071589908360307
MAE for Lasso: 0.0006268036970778468
Training time for Lasso: 0.0030858516693115234 seconds
Testing time for Lasso: 0.0003039836883544922 seconds
RMSE for Lasso: 0.0012750670936847923
MAE for Lasso: 0.0010029681625150478
Training time for Lasso: 0.0011839866638183594 seconds
Testing time for Lasso: 0.0003819465637207031 seconds
RMSE for Lasso: 0.005679074604951724
MAE for Lasso: 0.004660892799606184
Training time for Lasso: 0.0011548995971679688 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.005629330079728627
MAE for Lasso: 0.004622855379974169
Training time for Lasso: 0.00203704833984375 seconds
Testing time for Lasso: 0.00098419189453125 seconds
RMSE for Lasso: 0.008771365989858915
MAE for Lasso: 0.007201804341578227
Training time for Lasso: 0.0037093162536621094 seconds
Testing time for Lasso: 0.0009407997131347656 seconds
RMSE for Lasso: 0.009830263753056566
MAE for Lasso: 0.008071269771143036
Training time for Lasso: 0.013304948806762695 seconds
Testing time for Lasso: 0.0012359619140625 seconds
RMSE for Lasso: 0.0018008941768388432
MAE for Lasso: 0.0014766718981092187
Training time for Lasso: 0.004123687744140625 seconds
Testing time for Lasso: 0.0003032684326171875 seconds
RMSE for Lasso: 0.0026145559935584674
MAE for Lasso: 0.0021470210078309913
Training time for Lasso: 0.0026099681854248047 seconds
Testing time for Lasso: 0.00031685829162597656 seconds
RMSE for Lasso: 0.005629330079728627
MAE for Lasso: 0.004622855379974169
Training time for Lasso: 0.004873037338256836 seconds
Testing time for Lasso: 0.001199960708618164 seconds
RMSE for Lasso: 0.0013213988230536754
MAE for Lasso: 0.0010835020365291025
Training time for Lasso: 0.0011019706726074219 seconds
Testing time for Lasso: 0.00029587745666503906 seconds
RMSE for Lasso: 0.0045857854745264305
MAE for Lasso: 0.0037658637431933605
Training time for Lasso: 0.006298065185546875 seconds
Testing time for Lasso: 0.0053708553314208984 seconds
RMSE for Lasso: 0.0013822808459755113
MAE for Lasso: 0.0011334232220758978
Training time for Lasso: 0.003942251205444336 seconds
Testing time for Lasso: 0.000949859619140625 seconds
RMSE for Lasso: 0.009830263753056566
MAE for Lasso: 0.008071269771143036
Training time for Lasso: 0.00462794303894043 seconds
Testing time for Lasso: 0.0012848377227783203 seconds
RMSE for Lasso: 0.003226418667002805
MAE for Lasso: 0.002653913490992421
Training time for Lasso: 0.0015606880187988281 seconds
Testing time for Lasso: 0.0003190040588378906 seconds
RMSE for Lasso: 0.009350939798021988
MAE for Lasso: 0.0076790292171735695
Training time for Lasso: 0.0009410381317138672 seconds
Testing time for Lasso: 0.0003018379211425781 seconds
RMSE for Lasso: 0.0024050191701610237
MAE for Lasso: 0.001978898103008584
Training time for Lasso: 0.0009539127349853516 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.00120074251891235
MAE for Lasso: 0.0009881365983455304
Training time for Lasso: 0.01081228256225586 seconds
Testing time for Lasso: 0.0002796649932861328 seconds
RMSE for Lasso: 0.0014676398882436604
MAE for Lasso: 0.001203414729966168
Training time for Lasso: 0.001010894775390625 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.0015566819752198392
MAE for Lasso: 0.0012777598563517678
Training time for Lasso: 0.0008928775787353516 seconds
Testing time for Lasso: 0.0002732276916503906 seconds
RMSE for Lasso: 0.005740274842840411
MAE for Lasso: 0.0047117710313541485
Training time for Lasso: 0.001744985580444336 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.00591925227752729
MAE for Lasso: 0.004859095949111447
Training time for Lasso: 0.0009338855743408203 seconds
Testing time for Lasso: 0.00026917457580566406 seconds
RMSE for Lasso: 0.00544328147453521
MAE for Lasso: 0.004469866804318814
Training time for Lasso: 0.0013480186462402344 seconds
Testing time for Lasso: 0.0002918243408203125 seconds
RMSE for Lasso: 0.009114651755379583
MAE for Lasso: 0.007481246596859963
Training time for Lasso: 0.0008592605590820312 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.009114651755379583
MAE for Lasso: 0.007481246596859963
Training time for Lasso: 0.000926971435546875 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.006100160630941553
MAE for Lasso: 0.005009265842513813
Training time for Lasso: 0.0008556842803955078 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.010344017088451792
MAE for Lasso: 0.008493686309326795
Training time for Lasso: 0.0008728504180908203 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.013661810204387241
MAE for Lasso: 0.011219201795518892
Training time for Lasso: 0.0008728504180908203 seconds
Testing time for Lasso: 0.0002682209014892578 seconds
RMSE for Lasso: 0.008731848186503152
MAE for Lasso: 0.007170337735822754
Training time for Lasso: 0.0008759498596191406 seconds
Testing time for Lasso: 0.00026917457580566406 seconds
RMSE for Lasso: 0.004431608983035812
MAE for Lasso: 0.0036427958215181897
Training time for Lasso: 0.0012509822845458984 seconds
Testing time for Lasso: 0.0010581016540527344 seconds
RMSE for Lasso: 0.0024668882816594275
MAE for Lasso: 0.0020253640296085075
Training time for Lasso: 0.0033109188079833984 seconds
Testing time for Lasso: 0.0008571147918701172 seconds
RMSE for Lasso: 0.013594603641413575
MAE for Lasso: 0.011162471254606138
Training time for Lasso: 0.002792835235595703 seconds
Testing time for Lasso: 0.0008780956268310547 seconds
RMSE for Lasso: 0.003501557955922126
MAE for Lasso: 0.0028727724049231983
Training time for Lasso: 0.002691984176635742 seconds
Testing time for Lasso: 0.0008661746978759766 seconds
RMSE for Lasso: 0.0013392751816650925
MAE for Lasso: 0.0010651532561363997
Training time for Lasso: 0.0035429000854492188 seconds
Testing time for Lasso: 0.0011241436004638672 seconds
RMSE for Lasso: 0.004415661684563531
MAE for Lasso: 0.0036272849390532524
Training time for Lasso: 0.002346038818359375 seconds
Testing time for Lasso: 0.0008387565612792969 seconds
RMSE for Lasso: 0.002018864766533948
MAE for Lasso: 0.001656181322798247
Training time for Lasso: 0.002274036407470703 seconds
Testing time for Lasso: 0.0008308887481689453 seconds
RMSE for Lasso: 0.006803692517215762
MAE for Lasso: 0.005587021506518921
Training time for Lasso: 0.0014231204986572266 seconds
Testing time for Lasso: 0.0003018379211425781 seconds
RMSE for Lasso: 0.0011538481423654678
MAE for Lasso: 0.0009461161840813314
Training time for Lasso: 0.0009379386901855469 seconds
Testing time for Lasso: 0.00028324127197265625 seconds
RMSE for Lasso: 0.006072070618477255
MAE for Lasso: 0.004984821326714624
Training time for Lasso: 0.0013239383697509766 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.0011277144545635282
MAE for Lasso: 0.000913370658327084
Training time for Lasso: 0.0010638236999511719 seconds
Testing time for Lasso: 0.0002961158752441406 seconds
RMSE for Lasso: 0.005617398309240158
MAE for Lasso: 0.004611181946041416
Training time for Lasso: 0.0012807846069335938 seconds
Testing time for Lasso: 0.0002799034118652344 seconds
RMSE for Lasso: 0.004805523122678694
MAE for Lasso: 0.003928934847218057
Training time for Lasso: 0.0010631084442138672 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.007852792585141622
MAE for Lasso: 0.006447693474988175
Training time for Lasso: 0.0011587142944335938 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.006592426088547237
MAE for Lasso: 0.0054115506902920356
Training time for Lasso: 0.0010437965393066406 seconds
Testing time for Lasso: 0.0002727508544921875 seconds
RMSE for Lasso: 0.001187030246814681
MAE for Lasso: 0.0009177218249330554
Training time for Lasso: 0.004190921783447266 seconds
Testing time for Lasso: 0.0010199546813964844 seconds
RMSE for Lasso: 0.006075173566090244
MAE for Lasso: 0.004560406415477303
Training time for Lasso: 0.0054209232330322266 seconds
Testing time for Lasso: 0.0009682178497314453 seconds
RMSE for Lasso: 0.007524930694153456
MAE for Lasso: 0.006179358991629664
Training time for Lasso: 0.0011379718780517578 seconds
Testing time for Lasso: 0.00027680397033691406 seconds
RMSE for Lasso: 0.23643833284427498
MAE for Lasso: 0.19387138136090304
Training time for Lasso: 0.0012359619140625 seconds
Testing time for Lasso: 0.0002799034118652344 seconds
RMSE for Lasso: 0.004081465352125537
MAE for Lasso: 0.0033513428329221286
Training time for Lasso: 0.0011293888092041016 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.003295844930143193
MAE for Lasso: 0.002706577967104282
Training time for Lasso: 0.002469778060913086 seconds
Testing time for Lasso: 0.0008490085601806641 seconds
RMSE for Lasso: 0.002710369561537519
MAE for Lasso: 0.0022207977434612934
Training time for Lasso: 0.003818988800048828 seconds
Testing time for Lasso: 0.0008859634399414062 seconds
RMSE for Lasso: 0.005425549017516036
MAE for Lasso: 0.004455298405978532
Training time for Lasso: 0.002866983413696289 seconds
Testing time for Lasso: 0.0008749961853027344 seconds
RMSE for Lasso: 0.005114960705705856
MAE for Lasso: 0.004200040169505721
Training time for Lasso: 0.001455068588256836 seconds
Testing time for Lasso: 0.000308990478515625 seconds
RMSE for Lasso: 0.0028080997488088445
MAE for Lasso: 0.0023038334809685423
Training time for Lasso: 0.0009288787841796875 seconds
Testing time for Lasso: 0.00026917457580566406 seconds
RMSE for Lasso: 0.005839018269239231
MAE for Lasso: 0.004794477103539423
Training time for Lasso: 0.0008871555328369141 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.004447464790531916
MAE for Lasso: 0.0036510233365750723
Training time for Lasso: 0.0010192394256591797 seconds
Testing time for Lasso: 0.00026869773864746094 seconds
RMSE for Lasso: 0.007667692640930443
MAE for Lasso: 0.005607975892206749
Training time for Lasso: 0.0008690357208251953 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.01232541470274737
MAE for Lasso: 0.010121205868226912
Training time for Lasso: 0.0008859634399414062 seconds
Testing time for Lasso: 0.00026702880859375 seconds
RMSE for Lasso: 0.01008906491020398
MAE for Lasso: 0.008283472552527255
Training time for Lasso: 0.000926971435546875 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.004721095662109744
MAE for Lasso: 0.0038761465736860943
Training time for Lasso: 0.004240989685058594 seconds
Testing time for Lasso: 0.00028395652770996094 seconds
RMSE for Lasso: 0.001061042640659322
MAE for Lasso: 0.0008414959965621538
Training time for Lasso: 0.001077890396118164 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.004237597902641417
MAE for Lasso: 0.0034785898673197566
Training time for Lasso: 0.0009019374847412109 seconds
Testing time for Lasso: 0.00026607513427734375 seconds
RMSE for Lasso: 0.006231298388315001
MAE for Lasso: 0.005115759663573511
Training time for Lasso: 0.0009071826934814453 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.0015353996179971903
MAE for Lasso: 0.0012627406681025644
Training time for Lasso: 0.0010120868682861328 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.005005172567511054
MAE for Lasso: 0.004111629248126567
Training time for Lasso: 0.0008661746978759766 seconds
Testing time for Lasso: 0.0002658367156982422 seconds
RMSE for Lasso: 0.007852390162194892
MAE for Lasso: 0.006447362430893655
Training time for Lasso: 0.0009169578552246094 seconds
Testing time for Lasso: 0.0002677440643310547 seconds
RMSE for Lasso: 0.0011052139848472023
MAE for Lasso: 0.0008935524066610778
Training time for Lasso: 0.006261110305786133 seconds
Testing time for Lasso: 0.0002658367156982422 seconds
RMSE for Lasso: 0.0015026874685713895
MAE for Lasso: 0.0012321525523325682
Training time for Lasso: 0.0030760765075683594 seconds
Testing time for Lasso: 0.0008671283721923828 seconds
RMSE for Lasso: 0.005216132197697343
MAE for Lasso: 0.004283521307852017
Training time for Lasso: 0.0031249523162841797 seconds
Testing time for Lasso: 0.0018863677978515625 seconds
RMSE for Lasso: 0.0039570046100927785
MAE for Lasso: 0.0032481793495476906
Training time for Lasso: 0.003538846969604492 seconds
Testing time for Lasso: 0.0009453296661376953 seconds
RMSE for Lasso: 0.0022756660061011603
MAE for Lasso: 0.0018668499337247547
Training time for Lasso: 0.015368938446044922 seconds
Testing time for Lasso: 0.0010790824890136719 seconds
RMSE for Lasso: 0.002027220386217412
MAE for Lasso: 0.0016202768966345183
Training time for Lasso: 0.004040956497192383 seconds
Testing time for Lasso: 0.0004241466522216797 seconds
RMSE for Lasso: 0.0008758753722413125
MAE for Lasso: 0.0006869973297642406
Training time for Lasso: 0.004232883453369141 seconds
Testing time for Lasso: 0.0004172325134277344 seconds
RMSE for Lasso: 0.010682994343033127
MAE for Lasso: 0.008772741780546793
Training time for Lasso: 0.0010709762573242188 seconds
Testing time for Lasso: 0.0002949237823486328 seconds
RMSE for Lasso: 0.0009983889544168695
MAE for Lasso: 0.0008216434094358593
Training time for Lasso: 0.0009632110595703125 seconds
Testing time for Lasso: 0.0002810955047607422 seconds
RMSE for Lasso: 0.0022756660061011603
MAE for Lasso: 0.0018668499337247547
Training time for Lasso: 0.000982046127319336 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.0034868702645757888
MAE for Lasso: 0.002863055523955147
Training time for Lasso: 0.0009212493896484375 seconds
Testing time for Lasso: 0.00027680397033691406 seconds
RMSE for Lasso: 0.0010843351841662292
MAE for Lasso: 0.0008749841536846237
Training time for Lasso: 0.0010857582092285156 seconds
Testing time for Lasso: 0.0002810955047607422 seconds
RMSE for Lasso: 0.015499338798719484
MAE for Lasso: 0.011214982803182859
Training time for Lasso: 0.006685972213745117 seconds
Testing time for Lasso: 0.0010602474212646484 seconds
RMSE for Lasso: 0.19676027034291788
MAE for Lasso: 0.16133672128980892
Training time for Lasso: 0.003979921340942383 seconds
Testing time for Lasso: 0.0009500980377197266 seconds
RMSE for Lasso: 0.0007224948162736597
MAE for Lasso: 0.0005588811926896309
Training time for Lasso: 0.0034317970275878906 seconds
Testing time for Lasso: 0.0009641647338867188 seconds
RMSE for Lasso: 0.006620980272995214
MAE for Lasso: 0.005431543432598635
Training time for Lasso: 0.0045359134674072266 seconds
Testing time for Lasso: 0.0009629726409912109 seconds
RMSE for Lasso: 0.006750897226953372
MAE for Lasso: 0.005542124641373736
Training time for Lasso: 0.001920938491821289 seconds
Testing time for Lasso: 0.00030422210693359375 seconds
RMSE for Lasso: 0.20748007249975461
MAE for Lasso: 0.17012659401079638
Training time for Lasso: 0.0010690689086914062 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.015499338798719484
MAE for Lasso: 0.011214982803182859
Training time for Lasso: 0.00093841552734375 seconds
Testing time for Lasso: 0.0002732276916503906 seconds
RMSE for Lasso: 0.010259069581359213
MAE for Lasso: 0.008422853663796328
Training time for Lasso: 0.00090789794921875 seconds
Testing time for Lasso: 0.0002713203430175781 seconds
RMSE for Lasso: 0.00992765474520183
MAE for Lasso: 0.008151128042531512
Training time for Lasso: 0.0009310245513916016 seconds
Testing time for Lasso: 0.0002751350402832031 seconds
RMSE for Lasso: 0.00992765474520183
MAE for Lasso: 0.008151128042531512
Training time for Lasso: 0.0008652210235595703 seconds
Testing time for Lasso: 0.0002741813659667969 seconds
RMSE for Lasso: 0.008089853627076019
MAE for Lasso: 0.006638709455030645
Training time for Lasso: 0.0009360313415527344 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.0010228081048564072
MAE for Lasso: 0.0008201312080945744
Training time for Lasso: 0.0008759498596191406 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.009462623054828893
MAE for Lasso: 0.0077690346190134015
Training time for Lasso: 0.0009601116180419922 seconds
Testing time for Lasso: 0.0002727508544921875 seconds
RMSE for Lasso: 0.002294260791055839
MAE for Lasso: 0.0018828264646243741
Training time for Lasso: 0.0016489028930664062 seconds
Testing time for Lasso: 0.0002732276916503906 seconds
RMSE for Lasso: 0.014842149776094845
MAE for Lasso: 0.010754386925565207
Training time for Lasso: 0.00086212158203125 seconds
Testing time for Lasso: 0.0006709098815917969 seconds
RMSE for Lasso: 0.22983915690810025
MAE for Lasso: 0.18846028181879412
Training time for Lasso: 0.003620147705078125 seconds
Testing time for Lasso: 0.00033092498779296875 seconds
RMSE for Lasso: 0.010192504621247541
MAE for Lasso: 0.008368280513731462
Training time for Lasso: 0.0025768280029296875 seconds
Testing time for Lasso: 0.0010602474212646484 seconds
RMSE for Lasso: 0.008965708456892952
MAE for Lasso: 0.007362177154466165
Training time for Lasso: 0.0043468475341796875 seconds
Testing time for Lasso: 0.0003020763397216797 seconds
RMSE for Lasso: 0.005047606944455425
MAE for Lasso: 0.004143076151361545
Training time for Lasso: 0.0009050369262695312 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.0015155159834848322
MAE for Lasso: 0.001232227085314479
Training time for Lasso: 0.000904083251953125 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.0009859834831951865
MAE for Lasso: 0.0007872155734959918
Training time for Lasso: 0.0009372234344482422 seconds
Testing time for Lasso: 0.0002906322479248047 seconds
RMSE for Lasso: 0.003581927122547783
MAE for Lasso: 0.0029412197428576457
Training time for Lasso: 0.0008890628814697266 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.000922960845203468
MAE for Lasso: 0.0007179847708448773
Training time for Lasso: 0.0010159015655517578 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.00520309370597022
MAE for Lasso: 0.0042728108510952986
Training time for Lasso: 0.0008709430694580078 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.0009063156677542603
MAE for Lasso: 0.0007415268123991759
Training time for Lasso: 0.0008940696716308594 seconds
Testing time for Lasso: 0.00026702880859375 seconds
RMSE for Lasso: 0.0018636288421405552
MAE for Lasso: 0.0015204514367596288
Training time for Lasso: 0.0028600692749023438 seconds
Testing time for Lasso: 0.0009100437164306641 seconds
RMSE for Lasso: 0.0009482535724990047
MAE for Lasso: 0.0007528890473095817
Training time for Lasso: 0.004565000534057617 seconds
Testing time for Lasso: 0.0009009838104248047 seconds
RMSE for Lasso: 0.002278187993168921
MAE for Lasso: 0.0018694373717230927
Training time for Lasso: 0.002821207046508789 seconds
Testing time for Lasso: 0.0002980232238769531 seconds
RMSE for Lasso: 0.013285629465888701
MAE for Lasso: 0.010909278996379222
Training time for Lasso: 0.0012118816375732422 seconds
Testing time for Lasso: 0.00028014183044433594 seconds
RMSE for Lasso: 0.0009619994014133455
MAE for Lasso: 0.0007761710171338709
Training time for Lasso: 0.001558065414428711 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.0070277977744541194
MAE for Lasso: 0.005767908784475528
Training time for Lasso: 0.0010828971862792969 seconds
Testing time for Lasso: 0.00027632713317871094 seconds
RMSE for Lasso: 0.005507539020551594
MAE for Lasso: 0.004522084623536884
Training time for Lasso: 0.0011467933654785156 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.011681248559621887
MAE for Lasso: 0.00959263957182973
Training time for Lasso: 0.0010607242584228516 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.007073676317153412
MAE for Lasso: 0.00580813121011583
Training time for Lasso: 0.001184225082397461 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.0007540750362987194
MAE for Lasso: 0.0005834307791017945
Training time for Lasso: 0.001251220703125 seconds
Testing time for Lasso: 0.0010077953338623047 seconds
RMSE for Lasso: 0.0047019809568473875
MAE for Lasso: 0.003861064668066616
Training time for Lasso: 0.0023050308227539062 seconds
Testing time for Lasso: 0.0008499622344970703 seconds
RMSE for Lasso: 0.005168896275474134
MAE for Lasso: 0.00424438008845935
Training time for Lasso: 0.0027337074279785156 seconds
Testing time for Lasso: 0.00030994415283203125 seconds
RMSE for Lasso: 0.0007540750362987194
MAE for Lasso: 0.0005834307791017945
Training time for Lasso: 0.002048969268798828 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.0026194973056502978
MAE for Lasso: 0.0021506786200073246
Training time for Lasso: 0.0010938644409179688 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.005089066759169785
MAE for Lasso: 0.004179133824084405
Training time for Lasso: 0.0010619163513183594 seconds
Testing time for Lasso: 0.00027489662170410156 seconds
RMSE for Lasso: 0.008372975862861794
MAE for Lasso: 0.006875939733802072
Training time for Lasso: 0.0011889934539794922 seconds
Testing time for Lasso: 0.0002799034118652344 seconds
RMSE for Lasso: 0.00507707091930347
MAE for Lasso: 0.004168887907349923
Training time for Lasso: 0.0030252933502197266 seconds
Testing time for Lasso: 0.0009789466857910156 seconds
RMSE for Lasso: 0.004860452465369546
MAE for Lasso: 0.003990256079901427
Training time for Lasso: 0.0033347606658935547 seconds
Testing time for Lasso: 0.0008630752563476562 seconds
RMSE for Lasso: 0.0007224948162736597
MAE for Lasso: 0.0005588811926896309
Training time for Lasso: 0.003036975860595703 seconds
Testing time for Lasso: 0.0002980232238769531 seconds
RMSE for Lasso: 0.0033416986752166093
MAE for Lasso: 0.0027424386780000366
Training time for Lasso: 0.0015759468078613281 seconds
Testing time for Lasso: 0.0010330677032470703 seconds
RMSE for Lasso: 0.007738009786598725
MAE for Lasso: 0.006354210604452577
Training time for Lasso: 0.003119945526123047 seconds
Testing time for Lasso: 0.0008618831634521484 seconds
RMSE for Lasso: 0.006048276055299082
MAE for Lasso: 0.004966635810085469
Training time for Lasso: 0.0027697086334228516 seconds
Testing time for Lasso: 0.0009622573852539062 seconds
RMSE for Lasso: 0.010563100251693679
MAE for Lasso: 0.008672093514249113
Training time for Lasso: 0.0031099319458007812 seconds
Testing time for Lasso: 0.0009121894836425781 seconds
RMSE for Lasso: 0.004362439351257023
MAE for Lasso: 0.0035794965984992013
Training time for Lasso: 0.0027761459350585938 seconds
Testing time for Lasso: 0.0009489059448242188 seconds
RMSE for Lasso: 0.0009766052137266143
MAE for Lasso: 0.0007787764512352257
Training time for Lasso: 0.0011849403381347656 seconds
Testing time for Lasso: 0.00028896331787109375 seconds
RMSE for Lasso: 0.004709848891932353
MAE for Lasso: 0.0038677719018747414
Training time for Lasso: 0.0016601085662841797 seconds
Testing time for Lasso: 0.00028705596923828125 seconds
RMSE for Lasso: 0.01009873599115711
MAE for Lasso: 0.008291401824156476
Training time for Lasso: 0.0009188652038574219 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.0007473891951984853
MAE for Lasso: 0.000578040177953012
Training time for Lasso: 0.0009579658508300781 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.001838964633387541
MAE for Lasso: 0.001510922389313487
Training time for Lasso: 0.0009169578552246094 seconds
Testing time for Lasso: 0.0002739429473876953 seconds
RMSE for Lasso: 0.0009242346433541935
MAE for Lasso: 0.0007308049390528559
Training time for Lasso: 0.0009250640869140625 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.008526227825639032
MAE for Lasso: 0.0070007830816323936
Training time for Lasso: 0.0015039443969726562 seconds
Testing time for Lasso: 0.0002932548522949219 seconds
RMSE for Lasso: 0.00959701480559785
MAE for Lasso: 0.007879995822850087
Training time for Lasso: 0.0009560585021972656 seconds
Testing time for Lasso: 0.00026988983154296875 seconds
RMSE for Lasso: 0.010563100251693679
MAE for Lasso: 0.008672093514249113
Training time for Lasso: 0.00092315673828125 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.0007331629837719696
MAE for Lasso: 0.0005667512817042475
Training time for Lasso: 0.0009088516235351562 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.0011279205505178552
MAE for Lasso: 0.0009194305295017636
Training time for Lasso: 0.0009279251098632812 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.010330189256215481
MAE for Lasso: 0.008481159291090714
Training time for Lasso: 0.0034301280975341797 seconds
Testing time for Lasso: 0.0009551048278808594 seconds
RMSE for Lasso: 0.003127101843000754
MAE for Lasso: 0.0025670725151142547
Training time for Lasso: 0.003053903579711914 seconds
Testing time for Lasso: 0.0009250640869140625 seconds
RMSE for Lasso: 0.004936501601370449
MAE for Lasso: 0.004052783674300713
Training time for Lasso: 0.0018389225006103516 seconds
Testing time for Lasso: 0.0009870529174804688 seconds
RMSE for Lasso: 0.005125322891189037
MAE for Lasso: 0.004207081020089909
Training time for Lasso: 0.003283977508544922 seconds
Testing time for Lasso: 0.0008819103240966797 seconds
RMSE for Lasso: 0.006346670036572435
MAE for Lasso: 0.0052115077164444305
Training time for Lasso: 0.0027840137481689453 seconds
Testing time for Lasso: 0.0008530616760253906 seconds
RMSE for Lasso: 0.009772332287774691
MAE for Lasso: 0.008023765596047757
Training time for Lasso: 0.0030460357666015625 seconds
Testing time for Lasso: 0.0008933544158935547 seconds
RMSE for Lasso: 0.005951289063830935
MAE for Lasso: 0.0048872517632640375
Training time for Lasso: 0.00549769401550293 seconds
Testing time for Lasso: 0.00031113624572753906 seconds
RMSE for Lasso: 0.0063520469580991895
MAE for Lasso: 0.005216331149201627
Training time for Lasso: 0.004765033721923828 seconds
Testing time for Lasso: 0.0011219978332519531 seconds
RMSE for Lasso: 0.005235794754776207
MAE for Lasso: 0.004296833481032056
Training time for Lasso: 0.004366874694824219 seconds
Testing time for Lasso: 0.0008981227874755859 seconds
RMSE for Lasso: 0.000959544949590567
MAE for Lasso: 0.0007632698166926222
Training time for Lasso: 0.0033538341522216797 seconds
Testing time for Lasso: 0.00035500526428222656 seconds
RMSE for Lasso: 0.01004244652437968
MAE for Lasso: 0.008246939370740246
Training time for Lasso: 0.0062808990478515625 seconds
Testing time for Lasso: 0.0013661384582519531 seconds
RMSE for Lasso: 0.0008884457747580116
MAE for Lasso: 0.0006982755193068612
Training time for Lasso: 0.003535032272338867 seconds
Testing time for Lasso: 0.0006968975067138672 seconds
RMSE for Lasso: 0.0007564457198715952
MAE for Lasso: 0.0005853140076381092
Training time for Lasso: 0.0010759830474853516 seconds
Testing time for Lasso: 0.00028634071350097656 seconds
RMSE for Lasso: 0.005247438837992742
MAE for Lasso: 0.004306924357907418
Training time for Lasso: 0.0009338855743408203 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.010580443061788361
MAE for Lasso: 0.008686309984140559
Training time for Lasso: 0.0011358261108398438 seconds
Testing time for Lasso: 0.0009379386901855469 seconds
RMSE for Lasso: 0.0025695081132836015
MAE for Lasso: 0.0021134187815220517
Training time for Lasso: 0.0011031627655029297 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.0040324583895462495
MAE for Lasso: 0.003308906213566294
Training time for Lasso: 0.0009298324584960938 seconds
Testing time for Lasso: 0.00028014183044433594 seconds
RMSE for Lasso: 0.0008265096438214271
MAE for Lasso: 0.000643546510622759
Training time for Lasso: 0.0009226799011230469 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.0007613223390398668
MAE for Lasso: 0.0005891443392655216
Training time for Lasso: 0.0008969306945800781 seconds
Testing time for Lasso: 0.0002951622009277344 seconds
RMSE for Lasso: 0.011460379453901222
MAE for Lasso: 0.009410598443317885
Training time for Lasso: 0.0009360313415527344 seconds
Testing time for Lasso: 0.0002727508544921875 seconds
RMSE for Lasso: 0.004876947718327949
MAE for Lasso: 0.0040048241430698985
Training time for Lasso: 0.0009388923645019531 seconds
Testing time for Lasso: 0.0007832050323486328 seconds
RMSE for Lasso: 0.0007646525973556524
MAE for Lasso: 0.0005917279180831158
Training time for Lasso: 0.003970146179199219 seconds
Testing time for Lasso: 0.0003361701965332031 seconds
RMSE for Lasso: 0.007208278588522391
MAE for Lasso: 0.005915299677523142
Training time for Lasso: 0.0009410381317138672 seconds
Testing time for Lasso: 0.00028395652770996094 seconds
RMSE for Lasso: 0.0038768693851675587
MAE for Lasso: 0.0031810138473998694
Training time for Lasso: 0.0009489059448242188 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.010454934626608526
MAE for Lasso: 0.008583424432257259
Training time for Lasso: 0.0009279251098632812 seconds
Testing time for Lasso: 0.00028014183044433594 seconds
RMSE for Lasso: 0.005369820266877973
MAE for Lasso: 0.004409510104779253
Training time for Lasso: 0.0015609264373779297 seconds
Testing time for Lasso: 0.0009741783142089844 seconds
RMSE for Lasso: 0.011196950817463023
MAE for Lasso: 0.009194480898808725
Training time for Lasso: 0.003408193588256836 seconds
Testing time for Lasso: 0.0009877681732177734 seconds
RMSE for Lasso: 0.007115645884164591
MAE for Lasso: 0.00583915973346814
Training time for Lasso: 0.002832174301147461 seconds
Testing time for Lasso: 0.0003039836883544922 seconds
RMSE for Lasso: 0.010562485118269849
MAE for Lasso: 0.008671589267466553
Training time for Lasso: 0.001123189926147461 seconds
Testing time for Lasso: 0.00026988983154296875 seconds
RMSE for Lasso: 0.010575954424478581
MAE for Lasso: 0.008682630510142876
Training time for Lasso: 0.0009279251098632812 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.01010207342324215
MAE for Lasso: 0.008294138160391684
Training time for Lasso: 0.0009102821350097656 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.0008592117802637877
MAE for Lasso: 0.0006725702915963083
Training time for Lasso: 0.0008878707885742188 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.0031662144734397623
MAE for Lasso: 0.002602134382583747
Training time for Lasso: 0.002525806427001953 seconds
Testing time for Lasso: 0.00026988983154296875 seconds
RMSE for Lasso: 0.0007417785797217419
MAE for Lasso: 0.00057355926820434
Training time for Lasso: 0.0020737648010253906 seconds
Testing time for Lasso: 0.0002722740173339844 seconds
RMSE for Lasso: 0.010361000096560208
MAE for Lasso: 0.008506418226974333
Training time for Lasso: 0.0009551048278808594 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.01052049192360313
MAE for Lasso: 0.008637165664667297
Training time for Lasso: 0.0008797645568847656 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.004819691306668016
MAE for Lasso: 0.0039549161830587124
Training time for Lasso: 0.0008947849273681641 seconds
Testing time for Lasso: 0.0002713203430175781 seconds
RMSE for Lasso: 0.010508760107901216
MAE for Lasso: 0.008627548496754366
Training time for Lasso: 0.0009531974792480469 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.0007260139517106304
MAE for Lasso: 0.0005614507240943655
Training time for Lasso: 0.0008938312530517578 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.0007212788226140488
MAE for Lasso: 0.0005579835209872375
Training time for Lasso: 0.0009179115295410156 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.0007247780918392309
MAE for Lasso: 0.0005605530523907465
Training time for Lasso: 0.0009589195251464844 seconds
Testing time for Lasso: 0.00026607513427734375 seconds
RMSE for Lasso: 0.0007354309395361254
MAE for Lasso: 0.0005685089134862231
Training time for Lasso: 0.0009047985076904297 seconds
Testing time for Lasso: 0.00026702880859375 seconds
RMSE for Lasso: 0.0075616560006120685
MAE for Lasso: 0.006209311272327671
Training time for Lasso: 0.0009000301361083984 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.0007205722941729311
MAE for Lasso: 0.000557459557435065
Training time for Lasso: 0.003639698028564453 seconds
Testing time for Lasso: 0.0008933544158935547 seconds
RMSE for Lasso: 0.003389633404678988
MAE for Lasso: 0.0027814386670004954
Training time for Lasso: 0.0030078887939453125 seconds
Testing time for Lasso: 0.0007801055908203125 seconds
RMSE for Lasso: 0.001994064914153751
MAE for Lasso: 0.001638601672710278
Training time for Lasso: 0.0009250640869140625 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.002006530247436163
MAE for Lasso: 0.001650703534328688
Training time for Lasso: 0.0008969306945800781 seconds
Testing time for Lasso: 0.00026702880859375 seconds
RMSE for Lasso: 0.0007322555892101603
MAE for Lasso: 0.0005660705551203105
Training time for Lasso: 0.0009949207305908203 seconds
Testing time for Lasso: 0.0002739429473876953 seconds
RMSE for Lasso: 0.002345715680729993
MAE for Lasso: 0.0019302509106684429
Training time for Lasso: 0.0008969306945800781 seconds
Testing time for Lasso: 0.0002682209014892578 seconds
RMSE for Lasso: 0.010501580542573063
MAE for Lasso: 0.008621663018850496
Training time for Lasso: 0.0009200572967529297 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.0007195236017960118
MAE for Lasso: 0.0005566829501285486
Training time for Lasso: 0.0009000301361083984 seconds
Testing time for Lasso: 0.00026607513427734375 seconds
RMSE for Lasso: 0.0007169730830569005
MAE for Lasso: 0.0005548634577530986
Training time for Lasso: 0.0009119510650634766 seconds
Testing time for Lasso: 0.0008609294891357422 seconds
RMSE for Lasso: 0.0019490547934144734
MAE for Lasso: 0.0016029654437111596
Training time for Lasso: 0.0029070377349853516 seconds
Testing time for Lasso: 0.0008642673492431641 seconds
RMSE for Lasso: 0.0007246988596419444
MAE for Lasso: 0.0005604953303616523
Training time for Lasso: 0.002905130386352539 seconds
Testing time for Lasso: 0.0002918243408203125 seconds
RMSE for Lasso: 0.0007311886671087823
MAE for Lasso: 0.0005652668763339541
Training time for Lasso: 0.0009181499481201172 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.010509048287457941
MAE for Lasso: 0.00862778473276748
Training time for Lasso: 0.0008971691131591797 seconds
Testing time for Lasso: 0.0002696514129638672 seconds
RMSE for Lasso: 0.000713446009481242
MAE for Lasso: 0.0005523713893057814
Training time for Lasso: 0.0008959770202636719 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.0007320254691166796
MAE for Lasso: 0.0005658975141533506
Training time for Lasso: 0.0008876323699951172 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.010531600395792935
MAE for Lasso: 0.008646271805332138
Training time for Lasso: 0.0008928775787353516 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.0007163049437539967
MAE for Lasso: 0.0005543901545257146
Training time for Lasso: 0.0009589195251464844 seconds
Testing time for Lasso: 0.0002732276916503906 seconds
RMSE for Lasso: 0.0007228304079041991
MAE for Lasso: 0.0005591280299238655
Training time for Lasso: 0.002610921859741211 seconds
Testing time for Lasso: 0.0009217262268066406 seconds
RMSE for Lasso: 0.0007176340605752184
MAE for Lasso: 0.0005553301146819667
Training time for Lasso: 0.0029871463775634766 seconds
Testing time for Lasso: 0.002736806869506836 seconds
RMSE for Lasso: 0.0007297067745560288
MAE for Lasso: 0.0005641490451716891
Training time for Lasso: 0.002101898193359375 seconds
Testing time for Lasso: 0.0002970695495605469 seconds
RMSE for Lasso: 0.0007147837899045485
MAE for Lasso: 0.0005533065098185563
Training time for Lasso: 0.0009291172027587891 seconds
Testing time for Lasso: 0.0002751350402832031 seconds
RMSE for Lasso: 0.0007151792135563462
MAE for Lasso: 0.0005535890245702468
Training time for Lasso: 0.0009281635284423828 seconds
Testing time for Lasso: 0.0002727508544921875 seconds
RMSE for Lasso: 0.010569281044100407
MAE for Lasso: 0.008677160123295913
Training time for Lasso: 0.0009098052978515625 seconds
Testing time for Lasso: 0.0002722740173339844 seconds
RMSE for Lasso: 0.0007167111442143038
MAE for Lasso: 0.0005546780945351947
Training time for Lasso: 0.0009768009185791016 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.0007138642553720371
MAE for Lasso: 0.0005526591823013849
Training time for Lasso: 0.0013670921325683594 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.0007228304079041991
MAE for Lasso: 0.0005591280299238655
Training time for Lasso: 0.0011820793151855469 seconds
Testing time for Lasso: 0.0009527206420898438 seconds
RMSE for Lasso: 0.0007194842037411829
MAE for Lasso: 0.000556654755244157
Training time for Lasso: 0.003175020217895508 seconds
Testing time for Lasso: 0.0009441375732421875 seconds
RMSE for Lasso: 0.0007174552585429012
MAE for Lasso: 0.0005552040318343731
Training time for Lasso: 0.0024950504302978516 seconds
Testing time for Lasso: 0.0006358623504638672 seconds
RMSE for Lasso: 0.0007136916625707701
MAE for Lasso: 0.0005525404995277494
Training time for Lasso: 0.000926971435546875 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.0007143569303421049
MAE for Lasso: 0.0005530008791903018
Training time for Lasso: 0.0009119510650634766 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.0007098423289811875
MAE for Lasso: 0.0005498645150159209
Training time for Lasso: 0.0009148120880126953 seconds
Testing time for Lasso: 0.0002930164337158203 seconds
RMSE for Lasso: 0.0007163606192921828
MAE for Lasso: 0.0005544296560776907
Training time for Lasso: 0.0009441375732421875 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.0007098423289811875
MAE for Lasso: 0.0005498645150159209
Training time for Lasso: 0.0009479522705078125 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.0007098402406113368
MAE for Lasso: 0.0005498630477276656
Training time for Lasso: 0.012179136276245117 seconds
Testing time for Lasso: 0.0002930164337158203 seconds
RMSE for Lasso: 0.0015891573985642388
MAE for Lasso: 0.0013030549503167776
Training time for Lasso: 0.006292819976806641 seconds
Testing time for Lasso: 0.0002949237823486328 seconds
RMSE for Lasso: 0.0015891574450301441
MAE for Lasso: 0.0013030549884167275
Training time for Lasso: 0.001013040542602539 seconds
Testing time for Lasso: 0.001583099365234375 seconds
RMSE for Lasso: 0.008204212800011719
MAE for Lasso: 0.006735757258614683
Training time for Lasso: 0.0031900405883789062 seconds
Testing time for Lasso: 0.0009410381317138672 seconds
RMSE for Lasso: 0.008204208171090296
MAE for Lasso: 0.006735753455301436
Training time for Lasso: 0.0028748512268066406 seconds
Testing time for Lasso: 0.00030493736267089844 seconds
RMSE for Lasso: 0.0054925869754768345
MAE for Lasso: 0.004509242468512342
Training time for Lasso: 0.001322031021118164 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.005492582346542131
MAE for Lasso: 0.004509238662332624
Training time for Lasso: 0.002474069595336914 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.010356686078352079
MAE for Lasso: 0.008502881584875065
Training time for Lasso: 0.00530695915222168 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.010356674722867176
MAE for Lasso: 0.008502872275611209
Training time for Lasso: 0.002824068069458008 seconds
Testing time for Lasso: 0.0010249614715576172 seconds
RMSE for Lasso: 0.0007098032028038881
MAE for Lasso: 0.0005498370221377247
Training time for Lasso: 0.005887031555175781 seconds
Testing time for Lasso: 0.0009448528289794922 seconds
RMSE for Lasso: 0.000709801114887104
MAE for Lasso: 0.0005498355548507305
Training time for Lasso: 0.0034198760986328125 seconds
Testing time for Lasso: 0.0003790855407714844 seconds
RMSE for Lasso: 0.010445102788060328
MAE for Lasso: 0.008575364566173027
Training time for Lasso: 0.0013797283172607422 seconds
Testing time for Lasso: 0.00029015541076660156 seconds
RMSE for Lasso: 0.010445091432188849
MAE for Lasso: 0.008575355256932236
Training time for Lasso: 0.0032770633697509766 seconds
Testing time for Lasso: 0.002004861831665039 seconds
RMSE for Lasso: 0.000709786281741186
MAE for Lasso: 0.0005498251303067026
Training time for Lasso: 0.0009846687316894531 seconds
Testing time for Lasso: 0.00028204917907714844 seconds
RMSE for Lasso: 0.0007097841940519889
MAE for Lasso: 0.0005498236630229414
Training time for Lasso: 0.0009198188781738281 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.010503428243752291
MAE for Lasso: 0.008623177681011436
Training time for Lasso: 0.0010819435119628906 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.010503416887592177
MAE for Lasso: 0.00862316837174311
Training time for Lasso: 0.0009222030639648438 seconds
Testing time for Lasso: 0.000293731689453125 seconds
RMSE for Lasso: 0.0007097789451832012
MAE for Lasso: 0.000549819973933916
Training time for Lasso: 0.0009081363677978516 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.000709776857600761
MAE for Lasso: 0.0005498185066760542
Training time for Lasso: 0.003553152084350586 seconds
Testing time for Lasso: 0.0003409385681152344 seconds
RMSE for Lasso: 0.01061070963936861
MAE for Lasso: 0.008711120262866362
Training time for Lasso: 0.0009379386901855469 seconds
Testing time for Lasso: 0.0002810955047607422 seconds
RMSE for Lasso: 0.01061069828044498
MAE for Lasso: 0.008711110951724743
Training time for Lasso: 0.0009851455688476562 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.0007097789253652678
MAE for Lasso: 0.000549819960002642
Training time for Lasso: 0.0010759830474853516 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.0007097768377622414
MAE for Lasso: 0.0005498184927362359
Training time for Lasso: 0.0009319782257080078 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.000709778905513911
MAE for Lasso: 0.000549819946051775
Training time for Lasso: 0.0009088516235351562 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.0007097768179176701
MAE for Lasso: 0.0005498184787857064
Training time for Lasso: 0.0009081363677978516 seconds
Testing time for Lasso: 0.0002696514129638672 seconds
RMSE for Lasso: 0.0007092368571644806
MAE for Lasso: 0.0005494383854249119
Training time for Lasso: 0.0009050369262695312 seconds
Testing time for Lasso: 0.00036406517028808594 seconds
RMSE for Lasso: 0.0007092347759736927
MAE for Lasso: 0.0005494369181637637
Training time for Lasso: 0.0011868476867675781 seconds
Testing time for Lasso: 0.0002810955047607422 seconds
RMSE for Lasso: 0.0106117139596594
MAE for Lasso: 0.008711943524668779
Training time for Lasso: 0.001405954360961914 seconds
Testing time for Lasso: 0.00026488304138183594 seconds
RMSE for Lasso: 0.010611702600714314
MAE for Lasso: 0.00871193421350462
Training time for Lasso: 0.001157999038696289 seconds
Testing time for Lasso: 0.0002918243408203125 seconds
RMSE for Lasso: 0.0007092368550346911
MAE for Lasso: 0.000549438383917682
Training time for Lasso: 0.0009050369262695312 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.0007092347738350446
MAE for Lasso: 0.0005494369166454049
Training time for Lasso: 0.0009200572967529297 seconds
Testing time for Lasso: 0.0002677440643310547 seconds
RMSE for Lasso: 0.0007092368528835132
MAE for Lasso: 0.0005494383823953797
Training time for Lasso: 0.0009000301361083984 seconds
Testing time for Lasso: 0.0002639293670654297 seconds
RMSE for Lasso: 0.0007092347716915196
MAE for Lasso: 0.0005494369151459022
Training time for Lasso: 0.0009107589721679688 seconds
Testing time for Lasso: 0.0002682209014892578 seconds
RMSE for Lasso: 0.01061268872976401
MAE for Lasso: 0.008712742563287721
Training time for Lasso: 0.0008907318115234375 seconds
Testing time for Lasso: 0.00026917457580566406 seconds
RMSE for Lasso: 0.010612677370805642
MAE for Lasso: 0.00871273325212151
Training time for Lasso: 0.0009148120880126953 seconds
Testing time for Lasso: 0.00026917457580566406 seconds
RMSE for Lasso: 0.000709236852330033
MAE for Lasso: 0.0005494383820080895
Training time for Lasso: 0.0011439323425292969 seconds
Testing time for Lasso: 0.0010380744934082031 seconds
RMSE for Lasso: 0.0007092347711391796
MAE for Lasso: 0.0005494369147492595
Training time for Lasso: 0.003567218780517578 seconds
Testing time for Lasso: 0.0008828639984130859 seconds
RMSE for Lasso: 0.0007092368513499559
MAE for Lasso: 0.0005494383813195824
Training time for Lasso: 0.0031371116638183594 seconds
Testing time for Lasso: 0.00032401084899902344 seconds
RMSE for Lasso: 0.0007092347701471159
MAE for Lasso: 0.0005494369140560984
Training time for Lasso: 0.0009920597076416016 seconds
Testing time for Lasso: 0.0002810955047607422 seconds
RMSE for Lasso: 0.0007091475751177253
MAE for Lasso: 0.0005493754251114513
Training time for Lasso: 0.0010209083557128906 seconds
Testing time for Lasso: 0.00027108192443847656 seconds
RMSE for Lasso: 0.0007091454949747371
MAE for Lasso: 0.0005493739578385171
Training time for Ridge: 0.0016148090362548828 seconds
Testing time for Ridge: 0.0008389949798583984 seconds
RMSE for Ridge: 0.001493815413932816
MAE for Ridge: 0.0011086666825261648
Training time for Ridge: 0.0017919540405273438 seconds
Testing time for Ridge: 0.0009360313415527344 seconds
RMSE for Ridge: 0.0003506495555540198
MAE for Ridge: 0.00026007372168922237
Training time for Ridge: 0.002279996871948242 seconds
Testing time for Ridge: 0.0003101825714111328 seconds
RMSE for Ridge: 0.00018492475156433035
MAE for Ridge: 0.00013712191426137999
Training time for Ridge: 0.0019829273223876953 seconds
Testing time for Ridge: 0.0002892017364501953 seconds
RMSE for Ridge: 0.00101872990444478
MAE for Ridge: 0.0007559328573657976
Training time for Ridge: 0.0004878044128417969 seconds
Testing time for Ridge: 0.0002739429473876953 seconds
RMSE for Ridge: 9.975717038942174e-05
MAE for Ridge: 7.395634414909757e-05
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0007832705398756371
MAE for Ridge: 0.0005811552318579238
Training time for Ridge: 0.0004889965057373047 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.0011664306200781394
MAE for Ridge: 0.0008655720465652994
Training time for Ridge: 0.0004620552062988281 seconds
Testing time for Ridge: 0.0002701282501220703 seconds
RMSE for Ridge: 0.0011061061101211487
MAE for Ridge: 0.0008207903664001037
Training time for Ridge: 0.00046515464782714844 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.0006422582591937965
MAE for Ridge: 0.00047648844254075226
Training time for Ridge: 0.0004677772521972656 seconds
Testing time for Ridge: 0.0002608299255371094 seconds
RMSE for Ridge: 0.0007067073652948527
MAE for Ridge: 0.0005243252327596792
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.000246814315395942
MAE for Ridge: 0.00018303296574170958
Training time for Ridge: 0.0004570484161376953 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 0.00047625031610214175
MAE for Ridge: 0.0003532795896836394
Training time for Ridge: 0.00045609474182128906 seconds
Testing time for Ridge: 0.00026679039001464844 seconds
RMSE for Ridge: 0.0009278289273315956
MAE for Ridge: 0.0006884582909615222
Training time for Ridge: 0.0004591941833496094 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 0.0012885265994354205
MAE for Ridge: 0.0009562310645410666
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002849102020263672 seconds
RMSE for Ridge: 0.0013921634630720597
MAE for Ridge: 0.0010331855330506202
Training time for Ridge: 0.0004627704620361328 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 7.321444789816968e-06
MAE for Ridge: 5.42636891058379e-06
Training time for Ridge: 0.00046515464782714844 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.00029106079971851943
MAE for Ridge: 0.0002158599250855886
Training time for Ridge: 0.0004818439483642578 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 0.0011932640719270594
MAE for Ridge: 0.0008854962211419703
Training time for Ridge: 0.0004642009735107422 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 9.643105359433317e-05
MAE for Ridge: 7.148988718912896e-05
Training time for Ridge: 0.002552032470703125 seconds
Testing time for Ridge: 0.0008878707885742188 seconds
RMSE for Ridge: 0.0006360991980666135
MAE for Ridge: 0.00047191701566261734
Training time for Ridge: 0.0014317035675048828 seconds
Testing time for Ridge: 0.0008318424224853516 seconds
RMSE for Ridge: 0.0013707294052427168
MAE for Ridge: 0.0010172698187047846
Training time for Ridge: 0.0020601749420166016 seconds
Testing time for Ridge: 0.0023889541625976562 seconds
RMSE for Ridge: 0.0009303196065582069
MAE for Ridge: 0.0006903070905826958
Training time for Ridge: 0.0018930435180664062 seconds
Testing time for Ridge: 0.00029397010803222656 seconds
RMSE for Ridge: 0.0008844420982918618
MAE for Ridge: 0.0006562528311032523
Training time for Ridge: 0.00047278404235839844 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 4.1780679691859764e-05
MAE for Ridge: 3.096972043312718e-05
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 0.0003922935220284873
MAE for Ridge: 0.0002909752442428015
Training time for Ridge: 0.0004570484161376953 seconds
Testing time for Ridge: 0.00026679039001464844 seconds
RMSE for Ridge: 0.0006976595959595742
MAE for Ridge: 0.0005176095171539252
Training time for Ridge: 0.0005218982696533203 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 0.0006325018125549163
MAE for Ridge: 0.00046924694325344517
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002849102020263672 seconds
RMSE for Ridge: 5.3979682874776656e-05
MAE for Ridge: 4.001363431687111e-05
Training time for Ridge: 0.0004646778106689453 seconds
Testing time for Ridge: 0.0002663135528564453 seconds
RMSE for Ridge: 0.0003434246040432331
MAE for Ridge: 0.00025471270516021606
Training time for Ridge: 0.0004591941833496094 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0003410624195997742
MAE for Ridge: 0.00025295994383676577
Training time for Ridge: 0.0004839897155761719 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.0010335068513084367
MAE for Ridge: 0.0007669015394931922
Training time for Ridge: 0.00045680999755859375 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 0.0005283493641669656
MAE for Ridge: 0.00039194505479472674
Training time for Ridge: 0.00045680999755859375 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0001990251257375552
MAE for Ridge: 0.00014758125047535488
Training time for Ridge: 0.0004596710205078125 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 9.909748569011534e-05
MAE for Ridge: 7.346715719533492e-05
Training time for Ridge: 0.000457763671875 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 0.000857495751202051
MAE for Ridge: 0.0006362509797187243
Training time for Ridge: 0.0004620552062988281 seconds
Testing time for Ridge: 0.0002799034118652344 seconds
RMSE for Ridge: 0.0004886581586375526
MAE for Ridge: 0.000362487935715663
Training time for Ridge: 0.0004570484161376953 seconds
Testing time for Ridge: 0.0002608299255371094 seconds
RMSE for Ridge: 0.0001271921101025986
MAE for Ridge: 9.430176154602954e-05
Training time for Ridge: 0.00045490264892578125 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.00021591312850616885
MAE for Ridge: 0.00016010889855436972
Training time for Ridge: 0.0004699230194091797 seconds
Testing time for Ridge: 0.0002701282501220703 seconds
RMSE for Ridge: 0.0006226599659025091
MAE for Ridge: 0.00046194209916147424
Training time for Ridge: 0.0004558563232421875 seconds
Testing time for Ridge: 0.0006189346313476562 seconds
RMSE for Ridge: 0.0010844762636282247
MAE for Ridge: 0.0008047350910775552
Training time for Ridge: 0.0015070438385009766 seconds
Testing time for Ridge: 0.0008289813995361328 seconds
RMSE for Ridge: 0.0002956706674800025
MAE for Ridge: 0.0002192802014302231
Training time for Ridge: 0.001435995101928711 seconds
Testing time for Ridge: 0.0008609294891357422 seconds
RMSE for Ridge: 0.00027275700706973324
MAE for Ridge: 0.0002022797819210975
Training time for Ridge: 0.0013949871063232422 seconds
Testing time for Ridge: 0.0008158683776855469 seconds
RMSE for Ridge: 0.00017832178944545598
MAE for Ridge: 0.0001322241283225356
Training time for Ridge: 0.00047469139099121094 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0001600257359313257
MAE for Ridge: 0.00011865341892013604
Training time for Ridge: 0.00045299530029296875 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 2.67368606834428e-05
MAE for Ridge: 1.9817621836022426e-05
Training time for Ridge: 0.00045609474182128906 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.00042027194497488003
MAE for Ridge: 0.0003117373510314092
Training time for Ridge: 0.000453948974609375 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 0.0009303502430332688
MAE for Ridge: 0.000690329831647194
Training time for Ridge: 0.000453948974609375 seconds
Testing time for Ridge: 0.00028395652770996094 seconds
RMSE for Ridge: 0.0005082824759203903
MAE for Ridge: 0.00037705213425409667
Training time for Ridge: 0.00045299530029296875 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 0.0008013188001427183
MAE for Ridge: 0.0005945519791508592
Training time for Ridge: 0.00045371055603027344 seconds
Testing time for Ridge: 0.0002613067626953125 seconds
RMSE for Ridge: 0.00018783753892155175
MAE for Ridge: 0.00013928252039576705
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.00021031378950578348
MAE for Ridge: 0.00015595520675440789
Training time for Ridge: 0.0004551410675048828 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.00023365585721456808
MAE for Ridge: 0.00017327115285795892
Training time for Ridge: 0.00045490264892578125 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.000448456913765617
MAE for Ridge: 0.00033265344215000604
Training time for Ridge: 0.0006611347198486328 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0008961690265899032
MAE for Ridge: 0.0006649575635242933
Training time for Ridge: 0.0004558563232421875 seconds
Testing time for Ridge: 0.0002601146697998047 seconds
RMSE for Ridge: 6.511635965230093e-05
MAE for Ridge: 4.827048476678364e-05
Training time for Ridge: 0.00045299530029296875 seconds
Testing time for Ridge: 0.0002720355987548828 seconds
RMSE for Ridge: 0.001088159665320466
MAE for Ridge: 0.0008074691904133147
Training time for Ridge: 0.00045299530029296875 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 0.0007840119034954854
MAE for Ridge: 0.0005817055252761438
Training time for Ridge: 0.00045299530029296875 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 0.0005894631775411843
MAE for Ridge: 0.00043730301091541966
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.00028014183044433594 seconds
RMSE for Ridge: 0.0014862388183588592
MAE for Ridge: 0.0011030407209480853
Training time for Ridge: 0.00045490264892578125 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 0.0011850308720291395
MAE for Ridge: 0.0008793829484634319
Training time for Ridge: 0.000453948974609375 seconds
Testing time for Ridge: 0.0005819797515869141 seconds
RMSE for Ridge: 8.908744858429805e-05
MAE for Ridge: 6.604441489189483e-05
Training time for Ridge: 0.0015599727630615234 seconds
Testing time for Ridge: 0.0009839534759521484 seconds
RMSE for Ridge: 0.00010519566468656604
MAE for Ridge: 7.798929156026091e-05
Training time for Ridge: 0.0014178752899169922 seconds
Testing time for Ridge: 0.0008270740509033203 seconds
RMSE for Ridge: 0.0006073112899876911
MAE for Ridge: 0.0004505500471287238
Training time for Ridge: 0.0014007091522216797 seconds
Testing time for Ridge: 0.0008320808410644531 seconds
RMSE for Ridge: 0.00014192725957504538
MAE for Ridge: 0.00010523002086941346
Training time for Ridge: 0.0014262199401855469 seconds
Testing time for Ridge: 0.0008232593536376953 seconds
RMSE for Ridge: 9.860443841145053e-05
MAE for Ridge: 7.310154052305507e-05
Training time for Ridge: 0.003322124481201172 seconds
Testing time for Ridge: 0.0008718967437744141 seconds
RMSE for Ridge: 0.00015711809650021272
MAE for Ridge: 0.00011649680888943692
Training time for Ridge: 0.0020771026611328125 seconds
Testing time for Ridge: 0.0009071826934814453 seconds
RMSE for Ridge: 0.0009770229294150984
MAE for Ridge: 0.000724974371753424
Training time for Ridge: 0.004538059234619141 seconds
Testing time for Ridge: 0.0003139972686767578 seconds
RMSE for Ridge: 0.001245733531918012
MAE for Ridge: 0.0009244559172885846
Training time for Ridge: 0.0004718303680419922 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 0.0001432241568384336
MAE for Ridge: 0.00010619188568530724
Training time for Ridge: 0.0004591941833496094 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 8.076124527032318e-05
MAE for Ridge: 5.987053197197945e-05
Training time for Ridge: 0.0004570484161376953 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.00015219857207578627
MAE for Ridge: 0.00011284801942359479
Training time for Ridge: 0.00045490264892578125 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0013367343145640799
MAE for Ridge: 0.0009920270656319375
Training time for Ridge: 0.000453948974609375 seconds
Testing time for Ridge: 0.0002841949462890625 seconds
RMSE for Ridge: 0.0003090731186547703
MAE for Ridge: 0.00022922426960626297
Training time for Ridge: 0.011108875274658203 seconds
Testing time for Ridge: 0.001046895980834961 seconds
RMSE for Ridge: 0.0008996274312884381
MAE for Ridge: 0.0006675246897862052
Training time for Ridge: 0.0015442371368408203 seconds
Testing time for Ridge: 0.0008711814880371094 seconds
RMSE for Ridge: 0.0008216531960332516
MAE for Ridge: 0.0006096457329221483
Training time for Ridge: 0.0013430118560791016 seconds
Testing time for Ridge: 0.0008759498596191406 seconds
RMSE for Ridge: 7.197521665327502e-05
MAE for Ridge: 5.335594243309316e-05
Training time for Ridge: 0.0005278587341308594 seconds
Testing time for Ridge: 0.0002751350402832031 seconds
RMSE for Ridge: 4.627283185894921e-05
MAE for Ridge: 3.429997467308432e-05
Training time for Ridge: 0.0023949146270751953 seconds
Testing time for Ridge: 0.0002732276916503906 seconds
RMSE for Ridge: 0.0001442104371893486
MAE for Ridge: 0.00010692337925478412
Training time for Ridge: 0.0008511543273925781 seconds
Testing time for Ridge: 0.0002739429473876953 seconds
RMSE for Ridge: 9.385677877631846e-05
MAE for Ridge: 6.95809766481137e-05
Training time for Ridge: 0.0038957595825195312 seconds
Testing time for Ridge: 0.0010590553283691406 seconds
RMSE for Ridge: 0.0012753514899444185
MAE for Ridge: 0.000946448115637466
Training time for Ridge: 0.0030519962310791016 seconds
Testing time for Ridge: 0.0010499954223632812 seconds
RMSE for Ridge: 0.0005007424257332039
MAE for Ridge: 0.00037145625002338534
Training time for Ridge: 0.0017137527465820312 seconds
Testing time for Ridge: 0.0009050369262695312 seconds
RMSE for Ridge: 8.204851348125492e-05
MAE for Ridge: 6.0825026794617545e-05
Training time for Ridge: 0.0015900135040283203 seconds
Testing time for Ridge: 0.0008528232574462891 seconds
RMSE for Ridge: 2.358171369805032e-05
MAE for Ridge: 1.7478815284128756e-05
Training time for Ridge: 0.0024759769439697266 seconds
Testing time for Ridge: 0.0012509822845458984 seconds
RMSE for Ridge: 3.320672848533959e-05
MAE for Ridge: 2.4613663081893832e-05
Training time for Ridge: 0.002696990966796875 seconds
Testing time for Ridge: 0.0003409385681152344 seconds
RMSE for Ridge: 7.823178816022678e-05
MAE for Ridge: 5.799498444819306e-05
Training time for Ridge: 0.0005061626434326172 seconds
Testing time for Ridge: 0.0002739429473876953 seconds
RMSE for Ridge: 5.198881876506096e-06
MAE for Ridge: 3.853179177779609e-06
Training time for Ridge: 0.00047278404235839844 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 0.0002580678291612416
MAE for Ridge: 0.00019138178982587738
Training time for Ridge: 0.0004889965057373047 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.00016808615643314732
MAE for Ridge: 0.00012463197282245987
Training time for Ridge: 0.0004649162292480469 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 2.7154542602870558e-05
MAE for Ridge: 2.0127239111760176e-05
Training time for Ridge: 0.00046181678771972656 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 5.117124404440135e-05
MAE for Ridge: 3.7931503169392755e-05
Training time for Ridge: 0.00046324729919433594 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.00019712034986653584
MAE for Ridge: 0.00014616830781780444
Training time for Ridge: 0.0004630088806152344 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 0.00019677974827170575
MAE for Ridge: 0.0001459156538983031
Training time for Ridge: 0.00047397613525390625 seconds
Testing time for Ridge: 0.0002741813659667969 seconds
RMSE for Ridge: 0.0002129294011224031
MAE for Ridge: 0.00015789550790689332
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 0.00018116692016126448
MAE for Ridge: 0.00013433450945557368
Training time for Ridge: 0.00046181678771972656 seconds
Testing time for Ridge: 0.00026226043701171875 seconds
RMSE for Ridge: 7.0957816280663e-05
MAE for Ridge: 5.260158648068724e-05
Training time for Ridge: 0.00048279762268066406 seconds
Testing time for Ridge: 0.00026535987854003906 seconds
RMSE for Ridge: 5.103352003227848e-05
MAE for Ridge: 3.7829397617086256e-05
Training time for Ridge: 0.00045990943908691406 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0014036150612714588
MAE for Ridge: 0.0010416888501517541
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 0.0006364744447166015
MAE for Ridge: 0.0004721955337334904
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 1.4445461592712368e-05
MAE for Ridge: 1.070667724785146e-05
Training time for Ridge: 0.00045490264892578125 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 0.0008274685684144354
MAE for Ridge: 0.0006139623617441625
Training time for Ridge: 0.001560211181640625 seconds
Testing time for Ridge: 0.0008640289306640625 seconds
RMSE for Ridge: 9.148914938511167e-06
MAE for Ridge: 6.78086200138317e-06
Training time for Ridge: 0.0026979446411132812 seconds
Testing time for Ridge: 0.0009226799011230469 seconds
RMSE for Ridge: 3.74208802429195e-05
MAE for Ridge: 2.7737666463645284e-05
Training time for Ridge: 0.0015289783477783203 seconds
Testing time for Ridge: 0.000843048095703125 seconds
RMSE for Ridge: 0.001464559998943984
MAE for Ridge: 0.001086943218258325
Training time for Ridge: 0.00048470497131347656 seconds
Testing time for Ridge: 0.0002701282501220703 seconds
RMSE for Ridge: 0.00037309961860401453
MAE for Ridge: 0.00027673235756586756
Training time for Ridge: 0.00048470497131347656 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 7.644302436742698e-06
MAE for Ridge: 5.665664846983276e-06
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 0.000201709052886387
MAE for Ridge: 0.00014957217142606892
Training time for Ridge: 0.00047016143798828125 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 2.6601556763696112e-05
MAE for Ridge: 1.971732455584352e-05
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0008698630474117884
MAE for Ridge: 0.0006454310221529891
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0012637860891608465
MAE for Ridge: 0.0009378604503389721
Training time for Ridge: 0.0004801750183105469 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.001324406981136574
MAE for Ridge: 0.0009828735407896173
Training time for Ridge: 0.0004558563232421875 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.0005892136230649516
MAE for Ridge: 0.0004371177903728185
Training time for Ridge: 0.00045990943908691406 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.000806521651863299
MAE for Ridge: 0.0005984139296737823
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.00026535987854003906 seconds
RMSE for Ridge: 1.731635272763773e-05
MAE for Ridge: 1.2834647875301641e-05
Training time for Ridge: 0.0015208721160888672 seconds
Testing time for Ridge: 0.001039266586303711 seconds
RMSE for Ridge: 4.9688956215245185e-05
MAE for Ridge: 3.683257151372743e-05
Training time for Ridge: 0.0023200511932373047 seconds
Testing time for Ridge: 0.0008649826049804688 seconds
RMSE for Ridge: 2.4697115077415215e-05
MAE for Ridge: 1.8305620341951823e-05
Training time for Ridge: 0.0014081001281738281 seconds
Testing time for Ridge: 0.000827789306640625 seconds
RMSE for Ridge: 1.731635272763773e-05
MAE for Ridge: 1.2834647875301641e-05
Training time for Ridge: 0.0004961490631103516 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 0.0007006475500478883
MAE for Ridge: 0.000519827326109894
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.001472224183696701
MAE for Ridge: 0.0010926342227027775
Training time for Ridge: 0.0006427764892578125 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0011936365461913561
MAE for Ridge: 0.0008857727891671896
Training time for Ridge: 0.00045990943908691406 seconds
Testing time for Ridge: 0.00026679039001464844 seconds
RMSE for Ridge: 4.890519627724406e-05
MAE for Ridge: 3.6251514756484585e-05
Training time for Ridge: 0.0004699230194091797 seconds
Testing time for Ridge: 0.0002751350402832031 seconds
RMSE for Ridge: 1.587808555812682e-05
MAE for Ridge: 1.1768566094190192e-05
Training time for Ridge: 0.00045609474182128906 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 4.9892542780193576e-05
MAE for Ridge: 3.698350505127124e-05
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 3.4030143491534164e-05
MAE for Ridge: 2.5224064847462203e-05
Training time for Ridge: 0.00047898292541503906 seconds
Testing time for Ridge: 0.00025916099548339844 seconds
RMSE for Ridge: 0.0006736257201888951
MAE for Ridge: 0.0004997704813146431
Training time for Ridge: 0.0010690689086914062 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 1.5578684049655833e-05
MAE for Ridge: 1.1546643021924651e-05
Training time for Ridge: 0.0004782676696777344 seconds
Testing time for Ridge: 0.0006608963012695312 seconds
RMSE for Ridge: 0.0001526529737885725
MAE for Ridge: 0.00011318504475100078
Training time for Ridge: 0.004479885101318359 seconds
Testing time for Ridge: 0.000946044921875 seconds
RMSE for Ridge: 7.5407413359094154e-06
MAE for Ridge: 5.588907277704891e-06
Training time for Ridge: 0.002629995346069336 seconds
Testing time for Ridge: 0.0008640289306640625 seconds
RMSE for Ridge: 0.0013268992155998393
MAE for Ridge: 0.0009847241205463053
Training time for Ridge: 0.0005071163177490234 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 1.2274302277586921e-05
MAE for Ridge: 9.097390889278856e-06
Training time for Ridge: 0.0005109310150146484 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 4.9584444554527046e-05
MAE for Ridge: 3.6755089479063586e-05
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 1.5764267326080885e-05
MAE for Ridge: 1.1684201431254592e-05
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.0002868175506591797 seconds
RMSE for Ridge: 1.9457698733485026e-05
MAE for Ridge: 1.4421888868376697e-05
Training time for Ridge: 0.0004658699035644531 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 1.4772345131235841e-05
MAE for Ridge: 1.0948968825266192e-05
Training time for Ridge: 0.0004706382751464844 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0006122061069539386
MAE for Ridge: 0.00045418305291160976
Training time for Ridge: 0.0004837512969970703 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 1.661359636342291e-05
MAE for Ridge: 1.2313744959193685e-05
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 0.00020256498281100504
MAE for Ridge: 0.00015020709802326948
Training time for Ridge: 0.0008120536804199219 seconds
Testing time for Ridge: 0.00028395652770996094 seconds
RMSE for Ridge: 0.0011084996992091955
MAE for Ridge: 0.0008225670605719771
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.0007350444793701172 seconds
RMSE for Ridge: 5.873202570280078e-06
MAE for Ridge: 4.352966011325066e-06
Training time for Ridge: 0.0014810562133789062 seconds
Testing time for Ridge: 0.0008418560028076172 seconds
RMSE for Ridge: 6.972520456161235e-06
MAE for Ridge: 5.167753450487922e-06
Training time for Ridge: 0.0021200180053710938 seconds
Testing time for Ridge: 0.0008709430694580078 seconds
RMSE for Ridge: 1.5508321646908125e-05
MAE for Ridge: 1.1494488905441358e-05
Training time for Ridge: 0.0014147758483886719 seconds
Testing time for Ridge: 0.0005052089691162109 seconds
RMSE for Ridge: 6.972520456161235e-06
MAE for Ridge: 5.167753450487922e-06
Training time for Ridge: 0.00047397613525390625 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 7.326395564870161e-06
MAE for Ridge: 5.430038328997356e-06
Training time for Ridge: 0.00047397613525390625 seconds
Testing time for Ridge: 0.00026988983154296875 seconds
RMSE for Ridge: 1.142214191008031e-05
MAE for Ridge: 8.465766983976054e-06
Training time for Ridge: 0.0004971027374267578 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 8.356372114250755e-06
MAE for Ridge: 6.193439208805884e-06
Training time for Ridge: 0.0004742145538330078 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 1.1156583655970855e-05
MAE for Ridge: 8.268935126940491e-06
Training time for Ridge: 0.0004677772521972656 seconds
Testing time for Ridge: 0.000286102294921875 seconds
RMSE for Ridge: 1.7010337190373225e-06
MAE for Ridge: 1.2607144188425679e-06
Training time for Ridge: 0.00047707557678222656 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.8112490526079054e-05
MAE for Ridge: 1.3424770641865535e-05
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.00067596638360906
MAE for Ridge: 0.0005015078193468892
Training time for Ridge: 0.0004942417144775391 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.0011378821670981242
MAE for Ridge: 0.0008443767528358581
Training time for Ridge: 0.00047326087951660156 seconds
Testing time for Ridge: 0.0002627372741699219 seconds
RMSE for Ridge: 0.0013576066220187572
MAE for Ridge: 0.0010075256006871669
Training time for Ridge: 0.0004801750183105469 seconds
Testing time for Ridge: 0.00026988983154296875 seconds
RMSE for Ridge: 0.0010882076386143462
MAE for Ridge: 0.0008075047998069973
Training time for Ridge: 0.0004730224609375 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 7.958591845281612e-06
MAE for Ridge: 5.8986106733183165e-06
Training time for Ridge: 0.00047397613525390625 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.226627764292638e-05
MAE for Ridge: 9.091442989266341e-06
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.0002789497375488281 seconds
RMSE for Ridge: 0.0008617515206954256
MAE for Ridge: 0.0006394099663938401
Training time for Ridge: 0.00047397613525390625 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 1.1013067567788808e-05
MAE for Ridge: 8.162561108520095e-06
Training time for Ridge: 0.00046706199645996094 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 6.010979761802577e-06
MAE for Ridge: 4.4550827433020855e-06
Training time for Ridge: 0.0004799365997314453 seconds
Testing time for Ridge: 0.0002663135528564453 seconds
RMSE for Ridge: 3.962835837347006e-06
MAE for Ridge: 2.93706404879579e-06
Training time for Ridge: 0.00048613548278808594 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 4.0301624516761655e-06
MAE for Ridge: 2.986964035400774e-06
Training time for Ridge: 0.0004718303680419922 seconds
Testing time for Ridge: 0.0002682209014892578 seconds
RMSE for Ridge: 0.0010690060803978192
MAE for Ridge: 0.0007932519279237571
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 6.2743781344325705e-06
MAE for Ridge: 4.650306767128853e-06
Training time for Ridge: 0.0004718303680419922 seconds
Testing time for Ridge: 0.0002720355987548828 seconds
RMSE for Ridge: 2.955035873313197e-06
MAE for Ridge: 2.190123077685513e-06
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 0.001161969942459654
MAE for Ridge: 0.0008622599548175014
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 1.4427331853789985e-06
MAE for Ridge: 1.0692750027008203e-06
Training time for Ridge: 0.0004620552062988281 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.0008020800555383006
MAE for Ridge: 0.0005951170402589056
Training time for Ridge: 0.00048089027404785156 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 1.3551904369669487e-05
MAE for Ridge: 1.0044360304455324e-05
Training time for Ridge: 0.0004646778106689453 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.0007472736944043939
MAE for Ridge: 0.0005544359264834142
Training time for Ridge: 0.0004699230194091797 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.001135433738702663
MAE for Ridge: 0.0008425593673533171
Training time for Ridge: 0.000476837158203125 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 6.424640652493404e-06
MAE for Ridge: 4.761677609064208e-06
Training time for Ridge: 0.00047588348388671875 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 4.838592320326885e-06
MAE for Ridge: 3.5861440263218468e-06
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.0002758502960205078 seconds
RMSE for Ridge: 6.424640652493404e-06
MAE for Ridge: 4.761677609064208e-06
Training time for Ridge: 0.0004742145538330078 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 1.4433061258697896e-05
MAE for Ridge: 1.0697485920490024e-05
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0007725144575217401
MAE for Ridge: 0.0005731713063267207
Training time for Ridge: 0.0004928112030029297 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 2.524238008694506e-06
MAE for Ridge: 1.8708345998597054e-06
Training time for Ridge: 0.00047397613525390625 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0005184199070586376
MAE for Ridge: 0.0003845757372261005
Training time for Ridge: 0.0004711151123046875 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 3.3319725198446553e-06
MAE for Ridge: 2.4694927991930626e-06
Training time for Ridge: 0.00047898292541503906 seconds
Testing time for Ridge: 0.0002601146697998047 seconds
RMSE for Ridge: 3.185026741449894e-06
MAE for Ridge: 2.3605826258155105e-06
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 6.348704791930701e-07
MAE for Ridge: 4.705299267904195e-07
Training time for Ridge: 0.0004570484161376953 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.001400343058909197
MAE for Ridge: 0.001039259243349626
Training time for Ridge: 0.0004715919494628906 seconds
Testing time for Ridge: 0.0002644062042236328 seconds
RMSE for Ridge: 6.354547444127538e-06
MAE for Ridge: 4.709726249565449e-06
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.0002608299255371094 seconds
RMSE for Ridge: 0.0012357294072514312
MAE for Ridge: 0.000917027597858775
Training time for Ridge: 0.0004677772521972656 seconds
Testing time for Ridge: 0.0002722740173339844 seconds
RMSE for Ridge: 0.0007154986725104068
MAE for Ridge: 0.000530850613440732
Training time for Ridge: 0.00045680999755859375 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.00033902021161824283
MAE for Ridge: 0.00025144461307473163
Training time for Ridge: 0.0004661083221435547 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 4.316971698898809e-06
MAE for Ridge: 3.1995366419135253e-06
Training time for Ridge: 0.0004839897155761719 seconds
Testing time for Ridge: 0.00026679039001464844 seconds
RMSE for Ridge: 0.0001456392069622333
MAE for Ridge: 0.00010798305780770789
Training time for Ridge: 0.000469207763671875 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 1.9216621514934713e-05
MAE for Ridge: 1.4243192843901298e-05
Training time for Ridge: 0.00046515464782714844 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.0001686384895249707
MAE for Ridge: 0.00012504165324290107
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 0.0013249114315004515
MAE for Ridge: 0.000983248114490074
Training time for Ridge: 0.00045871734619140625 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 0.0005526852330175916
MAE for Ridge: 0.0004100065966179578
Training time for Ridge: 0.00046372413635253906 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 7.957807971291204e-06
MAE for Ridge: 5.898029687054773e-06
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 1.7163331106257947e-06
MAE for Ridge: 1.2720535790844423e-06
Training time for Ridge: 0.00047087669372558594 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 5.343101610203514e-06
MAE for Ridge: 3.960070434816387e-06
Training time for Ridge: 0.0004782676696777344 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 9.493117311997247e-07
MAE for Ridge: 7.035767253160685e-07
Training time for Ridge: 0.0004782676696777344 seconds
Testing time for Ridge: 0.00026679039001464844 seconds
RMSE for Ridge: 4.088311646342881e-05
MAE for Ridge: 3.030432253034121e-05
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 0.0010150262306794207
MAE for Ridge: 0.0007531836787293322
Training time for Ridge: 0.0004830360412597656 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0003426133422719074
MAE for Ridge: 0.0002541107411623944
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 0.00046745279763451555
MAE for Ridge: 0.0003467506760853745
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.1399105156580908e-07
MAE for Ridge: 8.44835273561273e-08
Training time for Ridge: 0.00045990943908691406 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 3.835009433556064e-06
MAE for Ridge: 2.842323944785008e-06
Training time for Ridge: 0.0004699230194091797 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 4.468765018947337e-06
MAE for Ridge: 3.312040516423309e-06
Training time for Ridge: 0.0004591941833496094 seconds
Testing time for Ridge: 0.0002741813659667969 seconds
RMSE for Ridge: 0.0004766714773546674
MAE for Ridge: 0.00035359214808847737
Training time for Ridge: 0.0004668235778808594 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 6.0352057967618e-07
MAE for Ridge: 4.472951134282255e-07
Training time for Ridge: 0.00046324729919433594 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 1.512258621981942e-06
MAE for Ridge: 1.1208037398979797e-06
Training time for Ridge: 0.0004811286926269531 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 6.543350262063164e-07
MAE for Ridge: 4.849559799424696e-07
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.0002627372741699219 seconds
RMSE for Ridge: 0.0002669804828277101
MAE for Ridge: 0.00019799410366316827
Training time for Ridge: 0.0004658699035644531 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 7.479449413373364e-07
MAE for Ridge: 5.543345274894307e-07
Training time for Ridge: 0.0004742145538330078 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.000493451667674362
MAE for Ridge: 0.00036604541640830493
Training time for Ridge: 0.00046515464782714844 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 2.0028812144163368e-06
MAE for Ridge: 1.4844291272364529e-06
Training time for Ridge: 0.00045490264892578125 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0007327067064129104
MAE for Ridge: 0.0005436234065133938
Training time for Ridge: 0.00046706199645996094 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 5.833019717860437e-08
MAE for Ridge: 4.323093364178021e-08
Training time for Ridge: 0.0004673004150390625 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.0015594056145520304
MAE for Ridge: 0.001157370215153506
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 0.0004971817789961294
MAE for Ridge: 0.0003688137126250979
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.00027108192443847656 seconds
RMSE for Ridge: 1.8454847913243687e-06
MAE for Ridge: 1.3677744875106867e-06
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 3.0397327151699914e-08
MAE for Ridge: 2.2528720400316615e-08
Training time for Ridge: 0.0004799365997314453 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 0.0006208813332399193
MAE for Ridge: 0.00046062196181349433
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 2.0976805313888403e-06
MAE for Ridge: 1.5546898742968552e-06
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 6.44814582253529e-07
MAE for Ridge: 4.778999473220579e-07
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 1.2214424986458917e-06
MAE for Ridge: 9.052657150387944e-07
Training time for Ridge: 0.0004558563232421875 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 1.017095519248015e-06
MAE for Ridge: 7.53814462415292e-07
Training time for Ridge: 0.0004646778106689453 seconds
Testing time for Ridge: 0.0002770423889160156 seconds
RMSE for Ridge: 0.0014346153880501547
MAE for Ridge: 0.001064707985318858
Training time for Ridge: 0.0004622936248779297 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 7.093598263553609e-06
MAE for Ridge: 5.257493735566499e-06
Training time for Ridge: 0.00046706199645996094 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 5.528404576617673e-08
MAE for Ridge: 4.097330377206276e-08
Training time for Ridge: 0.00047206878662109375 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 6.814259917008402e-06
MAE for Ridge: 5.050454240675961e-06
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0006467650719872474
MAE for Ridge: 0.0004798335345797078
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0006605537358491504
MAE for Ridge: 0.0004900679461916902
Training time for Ridge: 0.0004799365997314453 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 1.8500962685309079e-06
MAE for Ridge: 1.371192285404277e-06
Training time for Ridge: 0.0004558563232421875 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.8333639611257502e-07
MAE for Ridge: 1.358782975557915e-07
Training time for Ridge: 0.00046515464782714844 seconds
Testing time for Ridge: 0.00026535987854003906 seconds
RMSE for Ridge: 0.0009101445814631313
MAE for Ridge: 0.000675331429309427
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0012053844780633015
MAE for Ridge: 0.0008944958302593875
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0003852956380136134
MAE for Ridge: 0.0002857824026800504
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.0002758502960205078 seconds
RMSE for Ridge: 5.918788263851846e-05
MAE for Ridge: 4.3874990504431114e-05
Training time for Ridge: 0.0004711151123046875 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.0007822400499876068
MAE for Ridge: 0.0005803903283043254
Training time for Ridge: 0.0004601478576660156 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 1.348929765108827e-06
MAE for Ridge: 9.997526959093506e-07
Training time for Ridge: 0.0004849433898925781 seconds
Testing time for Ridge: 0.0002741813659667969 seconds
RMSE for Ridge: 0.0007811630692993581
MAE for Ridge: 0.000579590916170707
Training time for Ridge: 0.0007638931274414062 seconds
Testing time for Ridge: 0.0002841949462890625 seconds
RMSE for Ridge: 4.6566356104185386e-07
MAE for Ridge: 3.4512316220869366e-07
Training time for Ridge: 0.0008502006530761719 seconds
Testing time for Ridge: 0.0003247261047363281 seconds
RMSE for Ridge: 3.420654105074457e-07
MAE for Ridge: 2.535191777219836e-07
Training time for Ridge: 0.0008149147033691406 seconds
Testing time for Ridge: 0.00028896331787109375 seconds
RMSE for Ridge: 0.0011086754502086375
MAE for Ridge: 0.0008226975155799287
Training time for Ridge: 0.0010156631469726562 seconds
Testing time for Ridge: 0.00028324127197265625 seconds
RMSE for Ridge: 1.561401078601246e-08
MAE for Ridge: 1.157219162273293e-08
Training time for Ridge: 0.0004839897155761719 seconds
Testing time for Ridge: 0.00026988983154296875 seconds
RMSE for Ridge: 1.522187009330531e-06
MAE for Ridge: 1.1281621673120412e-06
Training time for Ridge: 0.0007398128509521484 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 4.38679870125038e-09
MAE for Ridge: 3.251235556334109e-09
Training time for Ridge: 0.0004780292510986328 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.001363889468486168
MAE for Ridge: 0.0010121908765536958
Training time for Ridge: 0.0006296634674072266 seconds
Testing time for Ridge: 0.0003833770751953125 seconds
RMSE for Ridge: 0.0005975994930973679
MAE for Ridge: 0.00044334184116639363
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.00030783594269566275
MAE for Ridge: 0.0002283063258882212
Training time for Ridge: 0.0006260871887207031 seconds
Testing time for Ridge: 0.0002701282501220703 seconds
RMSE for Ridge: 7.847610041441923e-07
MAE for Ridge: 5.816205884290327e-07
Training time for Ridge: 0.0010333061218261719 seconds
Testing time for Ridge: 0.0010139942169189453 seconds
RMSE for Ridge: 3.2825458755172344e-07
MAE for Ridge: 2.4328338126267114e-07
Training time for Ridge: 0.0007398128509521484 seconds
Testing time for Ridge: 0.0002741813659667969 seconds
RMSE for Ridge: 0.00040718477790958435
MAE for Ridge: 0.0003020255912349512
Training time for Ridge: 0.00047206878662109375 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 6.614193712269852e-07
MAE for Ridge: 4.902065074041673e-07
Training time for Ridge: 0.0007469654083251953 seconds
Testing time for Ridge: 0.0002727508544921875 seconds
RMSE for Ridge: 1.532075972683418e-07
MAE for Ridge: 1.1354856968459615e-07
Training time for Ridge: 0.0004730224609375 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 1.519630258951945e-07
MAE for Ridge: 1.1262616498086686e-07
Training time for Ridge: 0.0006580352783203125 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 9.218100288421033e-07
MAE for Ridge: 6.831939330087522e-07
Training time for Ridge: 0.0006971359252929688 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 5.01075409962537e-07
MAE for Ridge: 3.71368442095843e-07
Training time for Ridge: 0.0004591941833496094 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 3.1608445171097543e-07
MAE for Ridge: 2.342635623797662e-07
Training time for Ridge: 0.0009300708770751953 seconds
Testing time for Ridge: 0.0009000301361083984 seconds
RMSE for Ridge: 2.6479207600998646e-07
MAE for Ridge: 1.9624858236255704e-07
Training time for Ridge: 0.0005221366882324219 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 0.0007650052223860879
MAE for Ridge: 0.0005675974352411828
Training time for Ridge: 0.0020759105682373047 seconds
Testing time for Ridge: 0.0003151893615722656 seconds
RMSE for Ridge: 0.00020359300205897144
MAE for Ridge: 0.00015096968191333104
Training time for Ridge: 0.0009815692901611328 seconds
Testing time for Ridge: 0.0002951622009277344 seconds
RMSE for Ridge: 1.7288378597850582e-07
MAE for Ridge: 1.281314273882117e-07
Training time for Ridge: 0.0005469322204589844 seconds
Testing time for Ridge: 0.0002849102020263672 seconds
RMSE for Ridge: 1.2736359550478077e-06
MAE for Ridge: 9.439487995255292e-07
Training time for Ridge: 0.001631021499633789 seconds
Testing time for Ridge: 0.00042319297790527344 seconds
RMSE for Ridge: 0.0007305066472861395
MAE for Ridge: 0.0005419903913722646
Training time for Ridge: 0.0006802082061767578 seconds
Testing time for Ridge: 0.0002808570861816406 seconds
RMSE for Ridge: 0.0015330287917921684
MAE for Ridge: 0.0011377843296993184
Training time for Ridge: 0.0009047985076904297 seconds
Testing time for Ridge: 0.0002880096435546875 seconds
RMSE for Ridge: 3.4195415687481175e-05
MAE for Ridge: 2.5346582331469135e-05
Training time for Ridge: 0.0004909038543701172 seconds
Testing time for Ridge: 0.0002682209014892578 seconds
RMSE for Ridge: 8.826243671198554e-08
MAE for Ridge: 6.541497175049926e-08
Training time for Ridge: 0.0006730556488037109 seconds
Testing time for Ridge: 0.0003170967102050781 seconds
RMSE for Ridge: 0.0010653884997720389
MAE for Ridge: 0.0007905666754944108
Training time for Ridge: 0.0005021095275878906 seconds
Testing time for Ridge: 0.0002727508544921875 seconds
RMSE for Ridge: 3.5584430644443426e-07
MAE for Ridge: 2.6373131308154994e-07
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.00027108192443847656 seconds
RMSE for Ridge: 6.243591099944024e-09
MAE for Ridge: 4.627383258792861e-09
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 2.0910092201123676e-07
MAE for Ridge: 1.5497348658577438e-07
Training time for Ridge: 0.00046062469482421875 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 5.597127277941079e-08
MAE for Ridge: 4.148263739622848e-08
Training time for Ridge: 0.000701904296875 seconds
Testing time for Ridge: 0.00026535987854003906 seconds
RMSE for Ridge: 3.1848729052819673e-07
MAE for Ridge: 2.360444091475955e-07
Training time for Ridge: 0.0004582405090332031 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 6.222360428668539e-08
MAE for Ridge: 4.611650767927245e-08
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 3.572819501294702e-07
MAE for Ridge: 2.647968177349469e-07
Training time for Ridge: 0.0004677772521972656 seconds
Testing time for Ridge: 0.0002961158752441406 seconds
RMSE for Ridge: 1.287901940727364e-07
MAE for Ridge: 9.545180065018143e-08
Training time for Ridge: 0.00047898292541503906 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 0.00035024990103108857
MAE for Ridge: 0.0002597771708081531
Training time for Ridge: 0.0004620552062988281 seconds
Testing time for Ridge: 0.00027632713317871094 seconds
RMSE for Ridge: 2.797234712529692e-07
MAE for Ridge: 2.0731487978764563e-07
Training time for Ridge: 0.0005037784576416016 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 1.3336883409210696e-07
MAE for Ridge: 9.884521986691653e-08
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 3.836918427309575e-07
MAE for Ridge: 2.8437033671835366e-07
Training time for Ridge: 0.0004668235778808594 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.00012313773769089497
MAE for Ridge: 9.129495452186553e-05
Training time for Ridge: 0.0004630088806152344 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.001331155804614573
MAE for Ridge: 0.000987884802863217
Training time for Ridge: 0.0004551410675048828 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 1.028629330322492e-07
MAE for Ridge: 7.623601618433895e-08
Training time for Ridge: 0.0004661083221435547 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 0.0010120536990778379
MAE for Ridge: 0.000750977214577322
Training time for Ridge: 0.00045680999755859375 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 2.79145565058754e-08
MAE for Ridge: 2.068863282467248e-08
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.00019953323182113017
MAE for Ridge: 0.0001479581594169499
Training time for Ridge: 0.00045990943908691406 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.00015138510461490157
MAE for Ridge: 0.00011224467976242992
Training time for Ridge: 0.00045180320739746094 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 1.3336883409210696e-07
MAE for Ridge: 9.884521986691653e-08
Training time for Ridge: 0.0004520416259765625 seconds
Testing time for Ridge: 0.0002779960632324219 seconds
RMSE for Ridge: 0.0005843957185422247
MAE for Ridge: 0.0004335419243221672
Training time for Ridge: 0.00045490264892578125 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 2.4001887833537617e-09
MAE for Ridge: 1.7788782002980952e-09
Training time for Ridge: 0.00045418739318847656 seconds
Testing time for Ridge: 0.0002589225769042969 seconds
RMSE for Ridge: 2.5328681657749394e-07
MAE for Ridge: 1.8772153649315725e-07
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.0008512993415873692
MAE for Ridge: 0.0006316514916228578
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 0.0012929164352375858
MAE for Ridge: 0.0009594906666113179
Training time for Ridge: 0.00045228004455566406 seconds
Testing time for Ridge: 0.0002608299255371094 seconds
RMSE for Ridge: 0.0003080332791048492
MAE for Ridge: 0.0002284527428521166
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0010081453494882881
MAE for Ridge: 0.0007480761061458629
Training time for Ridge: 0.00045371055603027344 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 6.73606380797545e-08
MAE for Ridge: 4.9923776339610984e-08
Training time for Ridge: 0.00044918060302734375 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 1.0813838931955552e-07
MAE for Ridge: 8.014587741911328e-08
Training time for Ridge: 0.0004551410675048828 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0006116262363498917
MAE for Ridge: 0.0004537526637615485
Training time for Ridge: 0.0004489421844482422 seconds
Testing time for Ridge: 0.00026226043701171875 seconds
RMSE for Ridge: 0.0007376090590473881
MAE for Ridge: 0.0005472622298139385
Training time for Ridge: 0.0004520416259765625 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 3.6620118701990113e-08
MAE for Ridge: 2.7140689953242258e-08
Training time for Ridge: 0.0004489421844482422 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 2.8967723095101765e-08
MAE for Ridge: 2.1469178106414687e-08
Training time for Ridge: 0.00045299530029296875 seconds
Testing time for Ridge: 0.0002589225769042969 seconds
RMSE for Ridge: 7.16316451021306e-08
MAE for Ridge: 5.308919106106203e-08
Training time for Ridge: 0.0005471706390380859 seconds
Testing time for Ridge: 0.00029587745666503906 seconds
RMSE for Ridge: 0.00042498747504078155
MAE for Ridge: 0.00031523670221472066
Training time for Ridge: 0.00048804283142089844 seconds
Testing time for Ridge: 0.0002727508544921875 seconds
RMSE for Ridge: 4.984239195567301e-09
MAE for Ridge: 3.6940294378950966e-09
Training time for Ridge: 0.0008020401000976562 seconds
Testing time for Ridge: 0.00043201446533203125 seconds
RMSE for Ridge: 0.0005765471077228641
MAE for Ridge: 0.00042771668290243704
Training time for Ridge: 0.0005540847778320312 seconds
Testing time for Ridge: 0.00030684471130371094 seconds
RMSE for Ridge: 8.146718651591681e-08
MAE for Ridge: 6.037872629427454e-08
Training time for Ridge: 0.0006914138793945312 seconds
Testing time for Ridge: 0.00041484832763671875 seconds
RMSE for Ridge: 0.0015449133332334655
MAE for Ridge: 0.0011466091019947556
Training time for Ridge: 0.0004980564117431641 seconds
Testing time for Ridge: 0.00027298927307128906 seconds
RMSE for Ridge: 2.888253478380207e-08
MAE for Ridge: 2.14060453185283e-08
Training time for Ridge: 0.0006320476531982422 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 0.0009644280488714148
MAE for Ridge: 0.0007156253562011905
Training time for Ridge: 0.0006299018859863281 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.00017418355213262853
MAE for Ridge: 0.00012915461389042092
Training time for Ridge: 0.0006361007690429688 seconds
Testing time for Ridge: 0.0002677440643310547 seconds
RMSE for Ridge: 7.246261097950818e-08
MAE for Ridge: 5.3705063507436535e-08
Training time for Ridge: 0.0005688667297363281 seconds
Testing time for Ridge: 0.00028204917907714844 seconds
RMSE for Ridge: 4.005505613064411e-08
MAE for Ridge: 2.968647502044064e-08
Training time for Ridge: 0.0006442070007324219 seconds
Testing time for Ridge: 0.0002758502960205078 seconds
RMSE for Ridge: 0.000729345044525963
MAE for Ridge: 0.0005411281810381219
Training time for Ridge: 0.0004658699035644531 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.0010095564444151312
MAE for Ridge: 0.0007491235405733931
Training time for Ridge: 0.0006918907165527344 seconds
Testing time for Ridge: 0.0003132820129394531 seconds
RMSE for Ridge: 0.0015388511267940706
MAE for Ridge: 0.0011421076598788194
Training time for Ridge: 0.000530242919921875 seconds
Testing time for Ridge: 0.0003018379211425781 seconds
RMSE for Ridge: 0.0009190464497718353
MAE for Ridge: 0.0006819391701585253
Training time for Ridge: 0.0006568431854248047 seconds
Testing time for Ridge: 0.0002701282501220703 seconds
RMSE for Ridge: 4.8462038558873245e-09
MAE for Ridge: 3.591725432627868e-09
Training time for Ridge: 0.0004699230194091797 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 2.031124908885754e-09
MAE for Ridge: 1.5053493118699634e-09
Training time for Ridge: 0.0007460117340087891 seconds
Testing time for Ridge: 0.0002739429473876953 seconds
RMSE for Ridge: 0.0009689128052278474
MAE for Ridge: 0.0007189543329316272
Training time for Ridge: 0.0004830360412597656 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.001368921014260496
MAE for Ridge: 0.001015927011627884
Training time for Ridge: 0.0006229877471923828 seconds
Testing time for Ridge: 0.0003960132598876953 seconds
RMSE for Ridge: 4.724000288114557e-08
MAE for Ridge: 3.501153556406678e-08
Training time for Ridge: 0.00047588348388671875 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 9.680876535047691e-05
MAE for Ridge: 7.176997478300251e-05
Training time for Ridge: 0.000637054443359375 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 0.0007257131990126971
MAE for Ridge: 0.000538432412721459
Training time for Ridge: 0.0005669593811035156 seconds
Testing time for Ridge: 0.0003070831298828125 seconds
RMSE for Ridge: 1.9283390992365666e-09
MAE for Ridge: 1.4291737215899048e-09
Training time for Ridge: 0.0006918907165527344 seconds
Testing time for Ridge: 0.00030422210693359375 seconds
RMSE for Ridge: 0.0010243159009303419
MAE for Ridge: 0.0007600792521798461
Training time for Ridge: 0.0005860328674316406 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 1.2879102047454383e-07
MAE for Ridge: 9.545240717834246e-08
Training time for Ridge: 0.0006301403045654297 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 0.0007171911907714139
MAE for Ridge: 0.0005321068941193818
Training time for Ridge: 0.0005800724029541016 seconds
Testing time for Ridge: 0.000286102294921875 seconds
RMSE for Ridge: 5.0542157426988214e-08
MAE for Ridge: 3.7458897708120274e-08
Training time for Ridge: 0.0006561279296875 seconds
Testing time for Ridge: 0.0002720355987548828 seconds
RMSE for Ridge: 4.1261109758189355e-09
MAE for Ridge: 3.0580351673137327e-09
Training time for Ridge: 0.00047397613525390625 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.001534948978712095
MAE for Ridge: 0.0011392101500345665
Training time for Ridge: 0.0006310939788818359 seconds
Testing time for Ridge: 0.000270843505859375 seconds
RMSE for Ridge: 0.0006558797343252182
MAE for Ridge: 0.0004865987361782764
Training time for Ridge: 0.00046181678771972656 seconds
Testing time for Ridge: 0.00026679039001464844 seconds
RMSE for Ridge: 0.00048245081586452795
MAE for Ridge: 0.0003578812093666528
Training time for Ridge: 0.0007941722869873047 seconds
Testing time for Ridge: 0.0003228187561035156 seconds
RMSE for Ridge: 2.7088433945620406e-08
MAE for Ridge: 2.0076366222809838e-08
Training time for Ridge: 0.0005388259887695312 seconds
Testing time for Ridge: 0.00030612945556640625 seconds
RMSE for Ridge: 5.0542157426988214e-08
MAE for Ridge: 3.7458897708120274e-08
Training time for Ridge: 0.0007920265197753906 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 1.8838467068925724e-08
MAE for Ridge: 1.396196759095858e-08
Training time for Ridge: 0.0004661083221435547 seconds
Testing time for Ridge: 0.0002677440643310547 seconds
RMSE for Ridge: 0.0001244213359258419
MAE for Ridge: 9.224689288056531e-05
Training time for Ridge: 0.0006148815155029297 seconds
Testing time for Ridge: 0.0004019737243652344 seconds
RMSE for Ridge: 8.886463133636151e-10
MAE for Ridge: 6.586133149966145e-10
Training time for Ridge: 0.00047206878662109375 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 3.9134001905532115e-08
MAE for Ridge: 2.9003837349605987e-08
Training time for Ridge: 0.0006339550018310547 seconds
Testing time for Ridge: 0.0002682209014892578 seconds
RMSE for Ridge: 2.0966606689294937e-08
MAE for Ridge: 1.5539220186155943e-08
Training time for Ridge: 0.0004951953887939453 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 1.599389656539489e-09
MAE for Ridge: 1.1853717563070631e-09
Training time for Ridge: 0.0006358623504638672 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 2.3207638453362806e-09
MAE for Ridge: 1.7200158364261142e-09
Training time for Ridge: 0.0006089210510253906 seconds
Testing time for Ridge: 0.0003342628479003906 seconds
RMSE for Ridge: 3.1180420769072604e-08
MAE for Ridge: 2.310910581115877e-08
Training time for Ridge: 0.0006878376007080078 seconds
Testing time for Ridge: 0.00030612945556640625 seconds
RMSE for Ridge: 1.140843045870227e-09
MAE for Ridge: 8.455259870032705e-10
Training time for Ridge: 0.0005259513854980469 seconds
Testing time for Ridge: 0.0003991127014160156 seconds
RMSE for Ridge: 0.0011572000948331168
MAE for Ridge: 0.0008587183073898341
Training time for Ridge: 0.0006291866302490234 seconds
Testing time for Ridge: 0.000270843505859375 seconds
RMSE for Ridge: 1.0669445681381466e-09
MAE for Ridge: 7.907610655166764e-10
Training time for Ridge: 0.00046324729919433594 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 2.6152802146363986e-09
MAE for Ridge: 1.938288534120147e-09
Training time for Ridge: 0.0006229877471923828 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 1.024692094756218e-08
MAE for Ridge: 7.59441526554383e-09
Training time for Ridge: 0.0004658699035644531 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 1.288154962841049e-09
MAE for Ridge: 9.547046264657411e-10
Training time for Ridge: 0.0007369518280029297 seconds
Testing time for Ridge: 0.0002899169921875 seconds
RMSE for Ridge: 7.159648653834868e-10
MAE for Ridge: 5.306339190269683e-10
Training time for Ridge: 0.0004889965057373047 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 2.23637329216507e-10
MAE for Ridge: 1.6574871253283163e-10
Training time for Ridge: 0.0006182193756103516 seconds
Testing time for Ridge: 0.00043487548828125 seconds
RMSE for Ridge: 8.507279202521525e-10
MAE for Ridge: 6.305098487757732e-10
Training time for Ridge: 0.00055694580078125 seconds
Testing time for Ridge: 0.00030493736267089844 seconds
RMSE for Ridge: 0.0008246769292703914
MAE for Ridge: 0.0006118901859971615
Training time for Ridge: 0.0006880760192871094 seconds
Testing time for Ridge: 0.0004210472106933594 seconds
RMSE for Ridge: 5.778013066707575e-10
MAE for Ridge: 4.282247179077103e-10
Training time for Ridge: 0.0004909038543701172 seconds
Testing time for Ridge: 0.0002701282501220703 seconds
RMSE for Ridge: 1.1546415100226242e-09
MAE for Ridge: 8.557506081530164e-10
Training time for Ridge: 0.0006220340728759766 seconds
Testing time for Ridge: 0.0002713203430175781 seconds
RMSE for Ridge: 1.4179341775514854e-08
MAE for Ridge: 1.0508898622418883e-08
Training time for Ridge: 0.0006070137023925781 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 7.613718021983555e-05
MAE for Ridge: 5.6441886411748856e-05
Training time for Ridge: 0.0006210803985595703 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0014454997275353614
MAE for Ridge: 0.001072790101142731
Training time for Ridge: 0.0005137920379638672 seconds
Testing time for Ridge: 0.000347137451171875 seconds
RMSE for Ridge: 0.0008788221872683763
MAE for Ridge: 0.0006520812541859389
Training time for Ridge: 0.0006270408630371094 seconds
Testing time for Ridge: 0.0002720355987548828 seconds
RMSE for Ridge: 9.082701986999155e-10
MAE for Ridge: 6.731605406429253e-10
Training time for Ridge: 0.0004668235778808594 seconds
Testing time for Ridge: 0.0002682209014892578 seconds
RMSE for Ridge: 8.461824582610323e-06
MAE for Ridge: 6.271599074221257e-06
Training time for Ridge: 0.0007281303405761719 seconds
Testing time for Ridge: 0.00031495094299316406 seconds
RMSE for Ridge: 9.81916718048131e-10
MAE for Ridge: 7.277395575044921e-10
Training time for Ridge: 0.0005278587341308594 seconds
Testing time for Ridge: 0.00030303001403808594 seconds
RMSE for Ridge: 0.0010544559353907756
MAE for Ridge: 0.0007824516568144179
Training time for Ridge: 0.0006380081176757812 seconds
Testing time for Ridge: 0.000270843505859375 seconds
RMSE for Ridge: 0.0013907662204999825
MAE for Ridge: 0.00103214801921915
Training time for Ridge: 0.00046706199645996094 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.0010852671041715548
MAE for Ridge: 0.0008053221129287191
Training time for Ridge: 0.0007500648498535156 seconds
Testing time for Ridge: 0.0002739429473876953 seconds
RMSE for Ridge: 0.0006241803666970792
MAE for Ridge: 0.0004630705726873341
Training time for Ridge: 0.00047278404235839844 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 1.593807474623689e-08
MAE for Ridge: 1.1812370583896836e-08
Training time for Ridge: 0.0006241798400878906 seconds
Testing time for Ridge: 0.00039696693420410156 seconds
RMSE for Ridge: 0.0010028168253527773
MAE for Ridge: 0.0007441208219266126
Training time for Ridge: 0.0004830360412597656 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 6.272160555006879e-10
MAE for Ridge: 4.648540841145632e-10
Training time for Ridge: 0.0006210803985595703 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 0.00011572848937923663
MAE for Ridge: 8.580021847037322e-05
Training time for Ridge: 0.0005631446838378906 seconds
Testing time for Ridge: 0.00030493736267089844 seconds
RMSE for Ridge: 0.0012655302054748188
MAE for Ridge: 0.0009391555088736591
Training time for Ridge: 0.0006937980651855469 seconds
Testing time for Ridge: 0.00030493736267089844 seconds
RMSE for Ridge: 6.323427946266444e-10
MAE for Ridge: 4.686507804052553e-10
Training time for Ridge: 0.0005998611450195312 seconds
Testing time for Ridge: 0.00026988983154296875 seconds
RMSE for Ridge: 0.0004083446612579413
MAE for Ridge: 0.0003028863141683047
Training time for Ridge: 0.000640869140625 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 3.668203670484845e-10
MAE for Ridge: 2.718650549127233e-10
Training time for Ridge: 0.0004711151123046875 seconds
Testing time for Ridge: 0.0004138946533203125 seconds
RMSE for Ridge: 7.256341150630099e-10
MAE for Ridge: 5.377944134465907e-10
Training time for Ridge: 0.0006289482116699219 seconds
Testing time for Ridge: 0.000270843505859375 seconds
RMSE for Ridge: 5.82197555290679e-10
MAE for Ridge: 4.3149277928478113e-10
Training time for Ridge: 0.0005831718444824219 seconds
Testing time for Ridge: 0.0003719329833984375 seconds
RMSE for Ridge: 9.781735188059271e-05
MAE for Ridge: 7.251788212920829e-05
Training time for Ridge: 0.0006518363952636719 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 3.4144934603315735e-10
MAE for Ridge: 2.530600262673488e-10
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 4.120939871996766e-10
MAE for Ridge: 3.0541844608933386e-10
Training time for Ridge: 0.0008280277252197266 seconds
Testing time for Ridge: 0.00031495094299316406 seconds
RMSE for Ridge: 1.6571833255849376e-08
MAE for Ridge: 1.2282074335345783e-08
Training time for Ridge: 0.0005288124084472656 seconds
Testing time for Ridge: 0.0003120899200439453 seconds
RMSE for Ridge: 4.0090947558754675e-10
MAE for Ridge: 2.971303203480602e-10
Training time for Ridge: 0.0007801055908203125 seconds
Testing time for Ridge: 0.00029206275939941406 seconds
RMSE for Ridge: 1.9927165581230437e-10
MAE for Ridge: 1.4768941625220577e-10
Training time for Ridge: 0.0004849433898925781 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 3.242892986195917e-10
MAE for Ridge: 2.4034125800653784e-10
Training time for Ridge: 0.0006549358367919922 seconds
Testing time for Ridge: 0.0002779960632324219 seconds
RMSE for Ridge: 0.0009411490863165285
MAE for Ridge: 0.0006983456769499519
Training time for Ridge: 0.0004711151123046875 seconds
Testing time for Ridge: 0.0002720355987548828 seconds
RMSE for Ridge: 0.00022737586880833133
MAE for Ridge: 0.00016861234668435365
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 2.1699161262134343e-08
MAE for Ridge: 1.6082146778728655e-08
Training time for Ridge: 0.0004711151123046875 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 1.695574343454195e-10
MAE for Ridge: 1.25666304029437e-10
Training time for Ridge: 0.00045609474182128906 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 2.3927168887169775e-10
MAE for Ridge: 1.7733331247882233e-10
Training time for Ridge: 0.00045180320739746094 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 0.00012618100402418596
MAE for Ridge: 9.35519000599072e-05
Training time for Ridge: 0.00045299530029296875 seconds
Testing time for Ridge: 0.0002682209014892578 seconds
RMSE for Ridge: 0.0007700223705877187
MAE for Ridge: 0.0005713215065244093
Training time for Ridge: 0.0004527568817138672 seconds
Testing time for Ridge: 0.00026226043701171875 seconds
RMSE for Ridge: 0.0014536621722777868
MAE for Ridge: 0.0010788510871529145
Training time for Ridge: 0.000446319580078125 seconds
Testing time for Ridge: 0.00027370452880859375 seconds
RMSE for Ridge: 0.0014027731988264206
MAE for Ridge: 0.001041063729919811
Training time for Ridge: 0.0004520416259765625 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 2.5607756950366345e-10
MAE for Ridge: 1.8979031679577929e-10
Training time for Ridge: 0.0004470348358154297 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 0.001008225345835665
MAE for Ridge: 0.0007481354862270262
Training time for Ridge: 0.00047087669372558594 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 0.0008308358611169551
MAE for Ridge: 0.0006164618346208517
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 0.0006692334896554986
MAE for Ridge: 0.0004965103899365265
Training time for Ridge: 0.00045013427734375 seconds
Testing time for Ridge: 0.00026226043701171875 seconds
RMSE for Ridge: 2.8276950596530986e-10
MAE for Ridge: 2.0957249269315525e-10
Training time for Ridge: 0.00046324729919433594 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.00015513301089996068
MAE for Ridge: 0.00011502447279561956
Training time for Ridge: 0.00045490264892578125 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 3.9806732490668273e-10
MAE for Ridge: 2.9502515097590274e-10
Training time for Ridge: 0.00045013427734375 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 6.597613855159315e-05
MAE for Ridge: 4.890795324759445e-05
Training time for Ridge: 0.00045609474182128906 seconds
Testing time for Ridge: 0.00025916099548339844 seconds
RMSE for Ridge: 5.937908015996234e-10
MAE for Ridge: 4.400849284991182e-10
Training time for Ridge: 0.00045180320739746094 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 2.2899965482395609e-10
MAE for Ridge: 1.697182483439974e-10
Training time for Ridge: 0.0004489421844482422 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 0.0015511000671556954
MAE for Ridge: 0.001151203007882664
Training time for Ridge: 0.0004527568817138672 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 6.878935482103129e-10
MAE for Ridge: 5.098268385239635e-10
Training time for Ridge: 0.00045180320739746094 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 2.7973975448169737e-10
MAE for Ridge: 2.0732901617748212e-10
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.00026410269009628773
MAE for Ridge: 0.00019585905070180766
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 3.393433323892327e-10
MAE for Ridge: 2.515053498797215e-10
Training time for Ridge: 0.00044798851013183594 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 2.252624981739098e-10
MAE for Ridge: 1.6695346438666549e-10
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 0.0013653552886478694
MAE for Ridge: 0.0010132793096812342
Training time for Ridge: 0.0004520416259765625 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 0.00021923688695087566
MAE for Ridge: 0.00016257455051936986
Training time for Ridge: 0.0004470348358154297 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 1.6836080205769534e-10
MAE for Ridge: 1.247798575576553e-10
Training time for Ridge: 0.00045990943908691406 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 0.001221416432714665
MAE for Ridge: 0.0009063998804560125
Training time for Ridge: 0.0004520416259765625 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.0005471435789030885
MAE for Ridge: 0.00040589367277497066
Training time for Ridge: 0.00045180320739746094 seconds
Testing time for Ridge: 0.0002751350402832031 seconds
RMSE for Ridge: 0.00098985556979072
MAE for Ridge: 0.0007344998667679369
Training time for Ridge: 0.0004520416259765625 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.001112154808601238
MAE for Ridge: 0.0008252801439000646
Training time for Ridge: 0.0004489421844482422 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0012883793313052938
MAE for Ridge: 0.0009561217130043697
Training time for Ridge: 0.0004558563232421875 seconds
Testing time for Ridge: 0.00027108192443847656 seconds
RMSE for Ridge: 0.0005993989463697967
MAE for Ridge: 0.00044467741237209425
Training time for Ridge: 0.00045228004455566406 seconds
Testing time for Ridge: 0.0002608299255371094 seconds
RMSE for Ridge: 0.0010838265180283411
MAE for Ridge: 0.0008042528005167871
Training time for Ridge: 0.00045228004455566406 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 2.009332904100094e-10
MAE for Ridge: 1.4891957000884304e-10
Training time for Ridge: 0.00046515464782714844 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 0.0001807342962732245
MAE for Ridge: 0.00013401360875523239
Training time for Ridge: 0.0007219314575195312 seconds
Testing time for Ridge: 0.0002758502960205078 seconds
RMSE for Ridge: 0.0009004358912657477
MAE for Ridge: 0.0006681247986031469
Training time for Ridge: 0.0006620883941650391 seconds
Testing time for Ridge: 0.00028705596923828125 seconds
RMSE for Ridge: 0.00031183622500804146
MAE for Ridge: 0.0002312744104894282
Training time for Ridge: 0.0009779930114746094 seconds
Testing time for Ridge: 0.00028324127197265625 seconds
RMSE for Ridge: 2.5801217204297773e-10
MAE for Ridge: 1.9122373018376493e-10
Training time for Ridge: 0.0008759498596191406 seconds
Testing time for Ridge: 0.0002789497375488281 seconds
RMSE for Ridge: 0.0011908731222081766
MAE for Ridge: 0.0008837209039825034
Training time for Ridge: 0.00047707557678222656 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 2.3182710405566393e-10
MAE for Ridge: 1.7181237765839797e-10
Training time for Ridge: 0.0006558895111083984 seconds
Testing time for Ridge: 0.00027680397033691406 seconds
RMSE for Ridge: 1.7503597314361977e-10
MAE for Ridge: 1.2972474650041476e-10
Training time for Ridge: 0.0004711151123046875 seconds
Testing time for Ridge: 0.00026988983154296875 seconds
RMSE for Ridge: 2.4806469673706874e-10
MAE for Ridge: 1.8384811895089114e-10
Training time for Ridge: 0.00045609474182128906 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 2.071347165575368e-10
MAE for Ridge: 1.5352220827935527e-10
Training time for Ridge: 0.0004677772521972656 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 2.0989739897816344e-10
MAE for Ridge: 1.5556231858226966e-10
Training time for Ridge: 0.00045299530029296875 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0011554565423875173
MAE for Ridge: 0.0008574237081900016
Training time for Ridge: 0.0004551410675048828 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 1.8141131972577407e-10
MAE for Ridge: 1.3445485613772234e-10
Training time for Ridge: 0.0004570484161376953 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0009356149987731828
MAE for Ridge: 0.0006942377933826993
Training time for Ridge: 0.00045609474182128906 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 2.2942411512306591e-10
MAE for Ridge: 1.700375040769586e-10
Training time for Ridge: 0.0004570484161376953 seconds
Testing time for Ridge: 0.0002789497375488281 seconds
RMSE for Ridge: 1.9724130443376727e-10
MAE for Ridge: 1.4618014354539354e-10
Training time for Ridge: 0.0008840560913085938 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 6.578191144293272e-10
MAE for Ridge: 4.875365178236279e-10
Training time for Ridge: 0.0005440711975097656 seconds
Testing time for Ridge: 0.0002758502960205078 seconds
RMSE for Ridge: 1.8214072462239283e-10
MAE for Ridge: 1.3499066753297485e-10
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.00020877316825591264
MAE for Ridge: 0.0001548123560868664
Training time for Ridge: 0.0004570484161376953 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 1.776653302015171e-10
MAE for Ridge: 1.3167195334062854e-10
Training time for Ridge: 0.00046181678771972656 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 0.001232918089147735
MAE for Ridge: 0.0009149401254109613
Training time for Ridge: 0.001440286636352539 seconds
Testing time for Ridge: 0.0002627372741699219 seconds
RMSE for Ridge: 2.381538222967397e-10
MAE for Ridge: 1.7650775951949527e-10
Training time for Ridge: 0.0009331703186035156 seconds
Testing time for Ridge: 0.0010249614715576172 seconds
RMSE for Ridge: 1.7649230046130848e-10
MAE for Ridge: 1.3080940775012094e-10
Training time for Ridge: 0.0024368762969970703 seconds
Testing time for Ridge: 0.0006461143493652344 seconds
RMSE for Ridge: 1.681233438437879e-10
MAE for Ridge: 1.2459850928792094e-10
Training time for Ridge: 0.0005278587341308594 seconds
Testing time for Ridge: 0.0002789497375488281 seconds
RMSE for Ridge: 2.2655295487205598e-10
MAE for Ridge: 1.6790493440055342e-10
Training time for Ridge: 0.002225160598754883 seconds
Testing time for Ridge: 0.0012688636779785156 seconds
RMSE for Ridge: 1.9911738314566635e-10
MAE for Ridge: 1.4757659094755127e-10
Training time for Ridge: 0.0005750656127929688 seconds
Testing time for Ridge: 0.0002799034118652344 seconds
RMSE for Ridge: 1.7545872609846175e-10
MAE for Ridge: 1.3003823795543213e-10
Training time for Ridge: 0.0008828639984130859 seconds
Testing time for Ridge: 0.0004279613494873047 seconds
RMSE for Ridge: 0.0012988930882538796
MAE for Ridge: 0.0009639285386785712
Training time for Ridge: 0.0004999637603759766 seconds
Testing time for Ridge: 0.0002739429473876953 seconds
RMSE for Ridge: 2.8633221790604134e-10
MAE for Ridge: 2.1221474355570535e-10
Training time for Ridge: 0.0006289482116699219 seconds
Testing time for Ridge: 0.00027108192443847656 seconds
RMSE for Ridge: 0.0002960117936078589
MAE for Ridge: 0.00021953330000359372
Training time for Ridge: 0.0004730224609375 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.00033571268049838106
MAE for Ridge: 0.00024899041526601275
Training time for Ridge: 0.0006220340728759766 seconds
Testing time for Ridge: 0.0002677440643310547 seconds
RMSE for Ridge: 2.2530448019765586e-10
MAE for Ridge: 1.669832538908622e-10
Training time for Ridge: 0.0005419254302978516 seconds
Testing time for Ridge: 0.00029015541076660156 seconds
RMSE for Ridge: 2.107772365270108e-10
MAE for Ridge: 1.5621892224260136e-10
Training time for Ridge: 0.0005083084106445312 seconds
Testing time for Ridge: 0.0002808570861816406 seconds
RMSE for Ridge: 1.8564914913347528e-10
MAE for Ridge: 1.3759382078148974e-10
Training time for Ridge: 0.0006048679351806641 seconds
Testing time for Ridge: 0.0003101825714111328 seconds
RMSE for Ridge: 0.0011122879102954677
MAE for Ridge: 0.0008253789414329127
Training time for Ridge: 0.0005359649658203125 seconds
Testing time for Ridge: 0.0002791881561279297 seconds
RMSE for Ridge: 0.0010655425298454098
MAE for Ridge: 0.0007906810087466453
Training time for Ridge: 0.0004799365997314453 seconds
Testing time for Ridge: 0.0002739429473876953 seconds
RMSE for Ridge: 1.7686541500070197e-10
MAE for Ridge: 1.3108132357331216e-10
Training time for Ridge: 0.0004956722259521484 seconds
Testing time for Ridge: 0.0002739429473876953 seconds
RMSE for Ridge: 3.738506529539426e-10
MAE for Ridge: 2.770784846006791e-10
Training time for Ridge: 0.00047516822814941406 seconds
Testing time for Ridge: 0.0002696514129638672 seconds
RMSE for Ridge: 0.0011565736908804468
MAE for Ridge: 0.0008582531982276009
Training time for Ridge: 0.000476837158203125 seconds
Testing time for Ridge: 0.0002732276916503906 seconds
RMSE for Ridge: 1.720634097292135e-10
MAE for Ridge: 1.2752277456229422e-10
Training time for Ridge: 0.0004711151123046875 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 0.0004274187822775844
MAE for Ridge: 0.00031704096050990673
Training time for Ridge: 0.0004792213439941406 seconds
Testing time for Ridge: 0.0002677440643310547 seconds
RMSE for Ridge: 3.7178677725420885e-10
MAE for Ridge: 2.755396266707066e-10
Training time for Ridge: 0.0004820823669433594 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 0.0004843544758319368
MAE for Ridge: 0.0003592939913544857
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 0.000549563121252038
MAE for Ridge: 0.00040768941480092915
Training time for Ridge: 0.00046324729919433594 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0006364704668013586
MAE for Ridge: 0.00047219258121582007
Training time for Ridge: 0.0004992485046386719 seconds
Testing time for Ridge: 0.00026988983154296875 seconds
RMSE for Ridge: 2.222413239962132e-10
MAE for Ridge: 1.6471169317355816e-10
Training time for Ridge: 0.0004620552062988281 seconds
Testing time for Ridge: 0.0002682209014892578 seconds
RMSE for Ridge: 3.4298760409827e-10
MAE for Ridge: 2.542030141938767e-10
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.00026988983154296875 seconds
RMSE for Ridge: 1.712389305527674e-10
MAE for Ridge: 1.2690948736349128e-10
Training time for Ridge: 0.0004699230194091797 seconds
Testing time for Ridge: 0.000270843505859375 seconds
RMSE for Ridge: 2.2306226824310894e-10
MAE for Ridge: 1.6531778612716152e-10
Training time for Ridge: 0.00047397613525390625 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 1.6646725182331886e-10
MAE for Ridge: 1.2337405763673814e-10
Training time for Ridge: 0.00047588348388671875 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0007709989545003327
MAE for Ridge: 0.0005720463946942011
Training time for Ridge: 0.00047206878662109375 seconds
Testing time for Ridge: 0.00026679039001464844 seconds
RMSE for Ridge: 0.0015457010461666786
MAE for Ridge: 0.0011471940116129708
Training time for Ridge: 0.0004601478576660156 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.000885022047881682
MAE for Ridge: 0.0006566833192379384
Training time for Ridge: 0.0004858970642089844 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 3.415576415257456e-10
MAE for Ridge: 2.5314282225963323e-10
Training time for Ridge: 0.0004620552062988281 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.0010851536564050925
MAE for Ridge: 0.0008052379033943069
Training time for Ridge: 0.00047016143798828125 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0008159513985147274
MAE for Ridge: 0.0006054134132314903
Training time for Ridge: 0.0004649162292480469 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 2.15693444090337e-10
MAE for Ridge: 1.5986140411428096e-10
Training time for Ridge: 0.00047206878662109375 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 1.681822363468774e-10
MAE for Ridge: 1.2464435705794586e-10
Training time for Ridge: 0.00046181678771972656 seconds
Testing time for Ridge: 0.0002732276916503906 seconds
RMSE for Ridge: 0.001452250932437751
MAE for Ridge: 0.0010778031774658014
Training time for Ridge: 0.00047469139099121094 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 1.78954556272419e-10
MAE for Ridge: 1.3263235842941868e-10
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 0.00025804884067797795
MAE for Ridge: 0.00019136770236286794
Training time for Ridge: 0.0004837512969970703 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 1.7009489980508204e-10
MAE for Ridge: 1.260570314798315e-10
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.00010579076289137921
MAE for Ridge: 7.843059553237274e-05
Training time for Ridge: 0.0004630088806152344 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.0015487925652784707
MAE for Ridge: 0.0011494895926531968
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.00029860132446342364
MAE for Ridge: 0.00022145460794140704
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0007731119601924901
MAE for Ridge: 0.0005736148144557785
Training time for Ridge: 0.000457763671875 seconds
Testing time for Ridge: 0.00028514862060546875 seconds
RMSE for Ridge: 1.814247660029166e-10
MAE for Ridge: 1.3445880853169001e-10
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.00026917457580566406 seconds
RMSE for Ridge: 0.0011876295048932938
MAE for Ridge: 0.0008813124700768604
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0003598839624335023
MAE for Ridge: 0.0002669258683962461
Training time for Ridge: 0.0004801750183105469 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0015008094698980231
MAE for Ridge: 0.0011138600804849652
Training time for Ridge: 0.0004627704620361328 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.0011653044194567463
MAE for Ridge: 0.0008647358323728405
Training time for Ridge: 0.00047016143798828125 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 1.8164514607341372e-10
MAE for Ridge: 1.3462519987683663e-10
Training time for Ridge: 0.0004658699035644531 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 1.6867517459902334e-10
MAE for Ridge: 1.2501259583075354e-10
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0011845790748905697
MAE for Ridge: 0.0008790474828714246
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 0.0012012144944216188
MAE for Ridge: 0.0008913995422711807
Training time for Ridge: 0.0004715919494628906 seconds
Testing time for Ridge: 0.0002644062042236328 seconds
RMSE for Ridge: 0.0012488936728077878
MAE for Ridge: 0.0009268024068894576
Training time for Ridge: 0.0004649162292480469 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 1.6762795779969523e-10
MAE for Ridge: 1.2423659434546153e-10
Training time for Ridge: 0.0004711151123046875 seconds
Testing time for Ridge: 0.0002868175506591797 seconds
RMSE for Ridge: 1.7344431392707583e-10
MAE for Ridge: 1.2854030728703946e-10
Training time for Ridge: 0.00046515464782714844 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.6673615929414152e-10
MAE for Ridge: 1.235714375269481e-10
Training time for Ridge: 0.00047087669372558594 seconds
Testing time for Ridge: 0.0002682209014892578 seconds
RMSE for Ridge: 0.0007008717570125856
MAE for Ridge: 0.0005199937438511971
Training time for Ridge: 0.0004749298095703125 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 1.7039477036636542e-10
MAE for Ridge: 1.2628163403860527e-10
Training time for Ridge: 0.00047326087951660156 seconds
Testing time for Ridge: 0.0002727508544921875 seconds
RMSE for Ridge: 0.0008355575552033866
MAE for Ridge: 0.0006199666547171745
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.0011110977955419434
MAE for Ridge: 0.000824495553544331
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.0008440113683931038
MAE for Ridge: 0.0006262417601785764
Training time for Ridge: 0.0004630088806152344 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.00011323441346150874
MAE for Ridge: 8.395063387095725e-05
Training time for Ridge: 0.00047206878662109375 seconds
Testing time for Ridge: 0.0002758502960205078 seconds
RMSE for Ridge: 1.701678581189916e-10
MAE for Ridge: 1.2611730326739234e-10
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 1.673593511510454e-10
MAE for Ridge: 1.2403895688350986e-10
Training time for Ridge: 0.00047016143798828125 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 1.6873001729100359e-10
MAE for Ridge: 1.2505285695851853e-10
Training time for Ridge: 0.0004799365997314453 seconds
Testing time for Ridge: 0.00026226043701171875 seconds
RMSE for Ridge: 0.0008586122781644701
MAE for Ridge: 0.0006370797588695964
Training time for Ridge: 0.00046825408935546875 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.6728976795977146e-10
MAE for Ridge: 1.239807367880985e-10
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0003977673751058462
MAE for Ridge: 0.0002950371988981626
Training time for Ridge: 0.0004820823669433594 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 1.6752545489490669e-10
MAE for Ridge: 1.241602287649357e-10
Training time for Ridge: 0.0004601478576660156 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 1.6700381737785095e-10
MAE for Ridge: 1.2377180169664826e-10
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.0005748301249559003
MAE for Ridge: 0.0004264423420698638
Training time for Ridge: 0.0004642009735107422 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.8558997725183504e-10
MAE for Ridge: 1.375527070024418e-10
Training time for Ridge: 0.00046372413635253906 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 1.6756021622298123e-10
MAE for Ridge: 1.2418644779188527e-10
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.0002770423889160156 seconds
RMSE for Ridge: 0.0010929749624685378
MAE for Ridge: 0.0008110434648143628
Training time for Ridge: 0.0004718303680419922 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.001391549948633122
MAE for Ridge: 0.0010327299716822048
Training time for Ridge: 0.0004591941833496094 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 1.659677134871774e-05
MAE for Ridge: 1.2301273810981783e-05
Training time for Ridge: 0.0004839897155761719 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 1.6774811779463127e-10
MAE for Ridge: 1.2432391116590224e-10
Training time for Ridge: 0.0004601478576660156 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0015135392699042018
MAE for Ridge: 0.0011233125181610236
Training time for Ridge: 0.0004668235778808594 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 1.664114711832992e-10
MAE for Ridge: 1.23331806989313e-10
Training time for Ridge: 0.0004649162292480469 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 1.3764417363661363e-05
MAE for Ridge: 1.0201877511670787e-05
Training time for Ridge: 0.0004680156707763672 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 1.664923701745354e-10
MAE for Ridge: 1.233978430548177e-10
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 1.675649559061298e-10
MAE for Ridge: 1.2419093309290474e-10
Training time for Ridge: 0.00047206878662109375 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.6735469724598073e-10
MAE for Ridge: 1.2403487126277924e-10
Training time for Ridge: 0.0004589557647705078 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.0013087389768407618
MAE for Ridge: 0.0009712394627580601
Training time for Ridge: 0.00048279762268066406 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 1.7476158195239684e-10
MAE for Ridge: 1.2952191319470784e-10
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 1.674923832793817e-10
MAE for Ridge: 1.2413088334994883e-10
Training time for Ridge: 0.0004677772521972656 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 1.6688392746013816e-10
MAE for Ridge: 1.2368188251343782e-10
Training time for Ridge: 0.00047588348388671875 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 1.690028710881866e-10
MAE for Ridge: 1.2525253723083552e-10
Training time for Ridge: 0.0004730224609375 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.6646011320272656e-10
MAE for Ridge: 1.233688351476303e-10
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 1.6752114083120952e-10
MAE for Ridge: 1.2415653394270975e-10
Training time for Ridge: 0.00047206878662109375 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 1.6697480978277975e-10
MAE for Ridge: 1.237497926354081e-10
Training time for Ridge: 0.0004780292510986328 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.6636764835770702e-10
MAE for Ridge: 1.2330074738997608e-10
Training time for Ridge: 0.0004949569702148438 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 1.6636764835770702e-10
MAE for Ridge: 1.2330074738997608e-10
Training time for Ridge: 0.00046634674072265625 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 1.664478478175425e-10
MAE for Ridge: 1.2335706678356927e-10
Training time for Neural Network: 0.4449028968811035 seconds
Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 423.47107538470914
MAE for Neural Network: 338.03660356257365
Training time for Neural Network: 0.29569101333618164 seconds
Testing time for Neural Network: 0.0005631446838378906 seconds
RMSE for Neural Network: 424.1309301847874
MAE for Neural Network: 338.86286252708715
Training time for Neural Network: 0.40485405921936035 seconds
Testing time for Neural Network: 0.0005939006805419922 seconds
RMSE for Neural Network: 0.14714315364188071
MAE for Neural Network: 0.11042543649303972
Training time for Neural Network: 0.2833099365234375 seconds
Testing time for Neural Network: 0.0005228519439697266 seconds
RMSE for Neural Network: 19.499351028734413
MAE for Neural Network: 16.420743991901354
Training time for Neural Network: 0.4356839656829834 seconds
Testing time for Neural Network: 0.0007450580596923828 seconds
RMSE for Neural Network: 0.5518338400687758
MAE for Neural Network: 0.4532648684790723
Training time for Neural Network: 0.1881089210510254 seconds
Testing time for Neural Network: 0.0004940032958984375 seconds
RMSE for Neural Network: 422.13567865317145
MAE for Neural Network: 336.3621929596312
Training time for Neural Network: 0.3237619400024414 seconds
Testing time for Neural Network: 0.0005481243133544922 seconds
RMSE for Neural Network: 423.13326976307815
MAE for Neural Network: 337.6133256271624
Training time for Neural Network: 0.3907198905944824 seconds
Testing time for Neural Network: 0.0005309581756591797 seconds
RMSE for Neural Network: 422.44277621093477
MAE for Neural Network: 336.7475209016993
Training time for Neural Network: 0.4510221481323242 seconds
Testing time for Neural Network: 0.0009028911590576172 seconds
RMSE for Neural Network: 422.4934513313223
MAE for Neural Network: 336.81108960141285
Training time for Neural Network: 0.3471968173980713 seconds
Testing time for Neural Network: 0.0005519390106201172 seconds
RMSE for Neural Network: 0.2664998522334592
MAE for Neural Network: 0.2032317116550722
Training time for Neural Network: 0.405048131942749 seconds
Testing time for Neural Network: 0.0005998611450195312 seconds
RMSE for Neural Network: 424.2696378965638
MAE for Neural Network: 339.03645718642105
Training time for Neural Network: 0.13077878952026367 seconds
Testing time for Neural Network: 0.00045013427734375 seconds
RMSE for Neural Network: 422.9190391824124
MAE for Neural Network: 337.3447900347853
Training time for Neural Network: 0.31038498878479004 seconds
Testing time for Neural Network: 0.0006861686706542969 seconds
RMSE for Neural Network: 422.92505971027714
MAE for Neural Network: 337.35233775917425
Training time for Neural Network: 0.27148008346557617 seconds
Testing time for Neural Network: 0.0005350112915039062 seconds
RMSE for Neural Network: 0.629519191807357
MAE for Neural Network: 0.5159002133849079
Training time for Neural Network: 0.400925874710083 seconds
Testing time for Neural Network: 0.0007963180541992188 seconds
RMSE for Neural Network: 424.09685145309123
MAE for Neural Network: 338.82020759255755
Training time for Neural Network: 0.1531238555908203 seconds
Testing time for Neural Network: 0.00046706199645996094 seconds
RMSE for Neural Network: 423.51713128204165
MAE for Neural Network: 338.0942977188593
Training time for Neural Network: 0.36866092681884766 seconds
Testing time for Neural Network: 0.0007550716400146484 seconds
RMSE for Neural Network: 423.15811339236217
MAE for Neural Network: 337.64446180919623
Training time for Neural Network: 0.20242595672607422 seconds
Testing time for Neural Network: 0.0015990734100341797 seconds
RMSE for Neural Network: 1.4347859000659378
MAE for Neural Network: 1.2113075045525183
Training time for Neural Network: 0.3220350742340088 seconds
Testing time for Neural Network: 0.002298116683959961 seconds
RMSE for Neural Network: 0.49867526271223267
MAE for Neural Network: 0.4061259561394033
Training time for Neural Network: 0.11355018615722656 seconds
Testing time for Neural Network: 0.0004029273986816406 seconds
RMSE for Neural Network: 421.98181273115136
MAE for Neural Network: 336.1690704638173
Training time for Neural Network: 0.3569808006286621 seconds
Testing time for Neural Network: 0.0005578994750976562 seconds
RMSE for Neural Network: 6.437287825618281
MAE for Neural Network: 5.349023613320899
Training time for Neural Network: 0.2737429141998291 seconds
Testing time for Neural Network: 0.0005958080291748047 seconds
RMSE for Neural Network: 423.62334479647257
MAE for Neural Network: 338.2273376254345
Training time for Neural Network: 0.37331676483154297 seconds
Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 8.650473385044565
MAE for Neural Network: 7.276884991082161
Training time for Neural Network: 0.28048205375671387 seconds
Testing time for Neural Network: 0.0005540847778320312 seconds
RMSE for Neural Network: 23.80099108034386
MAE for Neural Network: 19.315644554405175
Training time for Neural Network: 0.40407824516296387 seconds
Testing time for Neural Network: 0.0014278888702392578 seconds
RMSE for Neural Network: 422.79500662632876
MAE for Neural Network: 337.18928110009057
Training time for Neural Network: 0.08052706718444824 seconds
Testing time for Neural Network: 0.0009121894836425781 seconds
RMSE for Neural Network: 0.8819181097126942
MAE for Neural Network: 0.7074949418078924
Training time for Neural Network: 0.13177490234375 seconds
Testing time for Neural Network: 0.001165151596069336 seconds
RMSE for Neural Network: 422.5564618786081
MAE for Neural Network: 336.89012620735286
Training time for Neural Network: 0.3339269161224365 seconds
Testing time for Neural Network: 0.0005459785461425781 seconds
RMSE for Neural Network: 0.9446070309262237
MAE for Neural Network: 0.7175255529554073
Training time for Neural Network: 0.17757892608642578 seconds
Testing time for Neural Network: 0.0004589557647705078 seconds
RMSE for Neural Network: 423.9780645448587
MAE for Neural Network: 338.67151175710495
Training time for Neural Network: 0.2898080348968506 seconds
Testing time for Neural Network: 0.0013670921325683594 seconds
RMSE for Neural Network: 18.62955692873655
MAE for Neural Network: 15.476394484427132
Training time for Neural Network: 0.30124998092651367 seconds
Testing time for Neural Network: 0.0025658607482910156 seconds
RMSE for Neural Network: 46.49818276549506
MAE for Neural Network: 33.334189947981606
Training time for Neural Network: 0.13941502571105957 seconds
Testing time for Neural Network: 0.0004971027374267578 seconds
RMSE for Neural Network: 424.2731401989572
MAE for Neural Network: 339.0408399513583
Training time for Neural Network: 0.31456589698791504 seconds
Testing time for Neural Network: 0.0007178783416748047 seconds
RMSE for Neural Network: 423.21453563941856
MAE for Neural Network: 337.7151711681417
Training time for Neural Network: 0.292525053024292 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 11.369958806434937
MAE for Neural Network: 9.475881846706777
Training time for Neural Network: 0.3353579044342041 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 0.6040058245193132
MAE for Neural Network: 0.48901409021767006
Training time for Neural Network: 0.2693779468536377 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 422.1767351413046
MAE for Neural Network: 336.4137175491062
Training time for Neural Network: 0.4926261901855469 seconds
Testing time for Neural Network: 0.00150299072265625 seconds
RMSE for Neural Network: 0.14355271212575615
MAE for Neural Network: 0.10719121637393997
Training time for Neural Network: 0.31485795974731445 seconds
Testing time for Neural Network: 0.0008089542388916016 seconds
RMSE for Neural Network: 422.9606611488202
MAE for Neural Network: 337.39696877726334
Training time for Neural Network: 0.41774702072143555 seconds
Testing time for Neural Network: 0.002487659454345703 seconds
RMSE for Neural Network: 422.78030596363476
MAE for Neural Network: 337.1708480449387
Training time for Neural Network: 0.1738111972808838 seconds
Testing time for Neural Network: 0.0004889965057373047 seconds
RMSE for Neural Network: 424.18859804142545
MAE for Neural Network: 338.9350385678479
Training time for Neural Network: 0.11643409729003906 seconds
Testing time for Neural Network: 0.00133514404296875 seconds
RMSE for Neural Network: 0.6628229494305385
MAE for Neural Network: 0.5181860121625192
Training time for Neural Network: 0.0958859920501709 seconds
Testing time for Neural Network: 0.00047707557678222656 seconds
RMSE for Neural Network: 423.79153995747686
MAE for Neural Network: 338.4379751153351
Training time for Neural Network: 0.28334522247314453 seconds
Testing time for Neural Network: 0.000560760498046875 seconds
RMSE for Neural Network: 0.3459370810528293
MAE for Neural Network: 0.28552184627059257
Training time for Neural Network: 0.37633204460144043 seconds
Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 422.4792783561601
MAE for Neural Network: 336.79331095047047
Training time for Neural Network: 0.27849721908569336 seconds
Testing time for Neural Network: 0.0005328655242919922 seconds
RMSE for Neural Network: 422.9304684327361
MAE for Neural Network: 337.35911843223107
Training time for Neural Network: 0.9682083129882812 seconds
Testing time for Neural Network: 0.0013947486877441406 seconds
RMSE for Neural Network: 1.034742893913387
MAE for Neural Network: 0.8678345648688307
Training time for Neural Network: 0.32906293869018555 seconds
Testing time for Neural Network: 0.0005850791931152344 seconds
RMSE for Neural Network: 423.0357088464401
MAE for Neural Network: 337.4910437624213
Training time for Neural Network: 0.39398193359375 seconds
Testing time for Neural Network: 0.0007550716400146484 seconds
RMSE for Neural Network: 0.3570049164546282
MAE for Neural Network: 0.2745328949016321
Training time for Neural Network: 0.4304020404815674 seconds
Testing time for Neural Network: 0.0008351802825927734 seconds
RMSE for Neural Network: 0.3627158149905463
MAE for Neural Network: 0.29307116181595894
Training time for Neural Network: 0.3747851848602295 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 423.43795163206306
MAE for Neural Network: 337.9951072767118
Training time for Neural Network: 0.18871617317199707 seconds
Testing time for Neural Network: 0.0012390613555908203 seconds
RMSE for Neural Network: 424.2795334706055
MAE for Neural Network: 339.0488404089787
Training time for Neural Network: 0.1585221290588379 seconds
Testing time for Neural Network: 0.0005109310150146484 seconds
RMSE for Neural Network: 0.8861723017423528
MAE for Neural Network: 0.6904545763948242
Training time for Neural Network: 0.7050621509552002 seconds
Testing time for Neural Network: 0.0005891323089599609 seconds
RMSE for Neural Network: 422.11751798575995
MAE for Neural Network: 336.33940097927405
Training time for Neural Network: 0.43643903732299805 seconds
Testing time for Neural Network: 0.0005578994750976562 seconds
RMSE for Neural Network: 422.98228961899366
MAE for Neural Network: 337.424081819844
Training time for Neural Network: 0.508141040802002 seconds
Testing time for Neural Network: 0.0005662441253662109 seconds
RMSE for Neural Network: 0.3893904308669344
MAE for Neural Network: 0.28496724891392117
Training time for Neural Network: 0.5937011241912842 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 422.9249050972184
MAE for Neural Network: 337.35214392697986
Training time for Neural Network: 0.12442898750305176 seconds
Testing time for Neural Network: 0.0004570484161376953 seconds
RMSE for Neural Network: 423.5765748001407
MAE for Neural Network: 338.16875725007134
Training time for Neural Network: 0.639854907989502 seconds
Testing time for Neural Network: 0.00074005126953125 seconds
RMSE for Neural Network: 424.3821403693134
MAE for Neural Network: 339.1772320263819
Training time for Neural Network: 0.5056312084197998 seconds
Testing time for Neural Network: 0.0016231536865234375 seconds
RMSE for Neural Network: 423.38936612296743
MAE for Neural Network: 337.93423769521587
Training time for Neural Network: 0.6538701057434082 seconds
Testing time for Neural Network: 0.0026297569274902344 seconds
RMSE for Neural Network: 0.2705666153211435
MAE for Neural Network: 0.21907491160685758
Training time for Neural Network: 0.12859797477722168 seconds
Testing time for Neural Network: 0.0004191398620605469 seconds
RMSE for Neural Network: 2.0223690184370766
MAE for Neural Network: 1.6220924633538565
Training time for Neural Network: 0.5365278720855713 seconds
Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 7.198746649671918
MAE for Neural Network: 6.166076340183634
Training time for Neural Network: 0.444774866104126 seconds
Testing time for Neural Network: 0.0008292198181152344 seconds
RMSE for Neural Network: 424.08836110982674
MAE for Neural Network: 338.80958027992267
Training time for Neural Network: 0.38198304176330566 seconds
Testing time for Neural Network: 0.0005512237548828125 seconds
RMSE for Neural Network: 0.6708378438451348
MAE for Neural Network: 0.5271341544267937
Training time for Neural Network: 0.43448901176452637 seconds
Testing time for Neural Network: 0.0005669593811035156 seconds
RMSE for Neural Network: 421.6725038350602
MAE for Neural Network: 335.7807233168208
Training time for Neural Network: 0.4924957752227783 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 422.91131431408843
MAE for Neural Network: 337.33510554863426
Training time for Neural Network: 0.4941117763519287 seconds
Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 422.73304589862425
MAE for Neural Network: 337.1115865041824
Training time for Neural Network: 0.6650509834289551 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 423.8888165759766
MAE for Neural Network: 338.55977681765506
Training time for Neural Network: 0.5028507709503174 seconds
Testing time for Neural Network: 0.0005621910095214844 seconds
RMSE for Neural Network: 0.22545519191610966
MAE for Neural Network: 0.17653180897744
Training time for Neural Network: 0.40390515327453613 seconds
Testing time for Neural Network: 0.0005550384521484375 seconds
RMSE for Neural Network: 0.3577630373804222
MAE for Neural Network: 0.27804455077696416
Training time for Neural Network: 0.1423938274383545 seconds
Testing time for Neural Network: 0.0004189014434814453 seconds
RMSE for Neural Network: 422.16658500407675
MAE for Neural Network: 336.40097971712703
Training time for Neural Network: 0.4520130157470703 seconds
Testing time for Neural Network: 0.0005359649658203125 seconds
RMSE for Neural Network: 424.2589058406667
MAE for Neural Network: 339.02302701403374
Training time for Neural Network: 0.44175076484680176 seconds
Testing time for Neural Network: 0.0017409324645996094 seconds
RMSE for Neural Network: 0.4429395927131807
MAE for Neural Network: 0.3519611672397641
Training time for Neural Network: 0.3566431999206543 seconds
Testing time for Neural Network: 0.001377105712890625 seconds
RMSE for Neural Network: 1.0471369277526257
MAE for Neural Network: 0.8578894413720869
Training time for Neural Network: 0.5295770168304443 seconds
Testing time for Neural Network: 0.00084686279296875 seconds
RMSE for Neural Network: 423.93073707766916
MAE for Neural Network: 338.6122612957988
Training time for Neural Network: 0.3690018653869629 seconds
Testing time for Neural Network: 0.0019562244415283203 seconds
RMSE for Neural Network: 0.37350893711992594
MAE for Neural Network: 0.28845775166916093
Training time for Neural Network: 0.7502350807189941 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 0.17358155005802672
MAE for Neural Network: 0.11970651139582039
Training time for Neural Network: 0.37143802642822266 seconds
Testing time for Neural Network: 0.0005671977996826172 seconds
RMSE for Neural Network: 423.96365340847177
MAE for Neural Network: 338.6534704858305
Training time for Neural Network: 0.1671159267425537 seconds
Testing time for Neural Network: 0.001219034194946289 seconds
RMSE for Neural Network: 423.50848815208514
MAE for Neural Network: 338.08347075463973
Training time for Neural Network: 0.40501880645751953 seconds
Testing time for Neural Network: 0.0011360645294189453 seconds
RMSE for Neural Network: 0.3862901065622552
MAE for Neural Network: 0.30354543099019343
Training time for Neural Network: 0.33816027641296387 seconds
Testing time for Neural Network: 0.0005729198455810547 seconds
RMSE for Neural Network: 422.1840031960768
MAE for Neural Network: 336.42283842703597
Training time for Neural Network: 0.3246316909790039 seconds
Testing time for Neural Network: 0.0005540847778320312 seconds
RMSE for Neural Network: 423.13736668964214
MAE for Neural Network: 337.61846032123765
Training time for Neural Network: 0.7888078689575195 seconds
Testing time for Neural Network: 0.0005524158477783203 seconds
RMSE for Neural Network: 422.6904460030401
MAE for Neural Network: 337.05816531110395
Training time for Neural Network: 0.1750040054321289 seconds
Testing time for Neural Network: 0.0005056858062744141 seconds
RMSE for Neural Network: 421.7986977304417
MAE for Neural Network: 335.9391835849684
Training time for Neural Network: 0.4468538761138916 seconds
Testing time for Neural Network: 0.0012791156768798828 seconds
RMSE for Neural Network: 422.68031064669316
MAE for Neural Network: 337.0454549004088
Training time for Neural Network: 0.2831299304962158 seconds
Testing time for Neural Network: 0.0005462169647216797 seconds
RMSE for Neural Network: 0.7498430913997669
MAE for Neural Network: 0.5902455392798928
Training time for Neural Network: 0.1396961212158203 seconds
Testing time for Neural Network: 0.0004658699035644531 seconds
RMSE for Neural Network: 422.3145455089273
MAE for Neural Network: 336.5866441334985
Training time for Neural Network: 0.4169328212738037 seconds
Testing time for Neural Network: 0.0005841255187988281 seconds
RMSE for Neural Network: 423.7380644682517
MAE for Neural Network: 338.37101078540815
Training time for Neural Network: 0.2658989429473877 seconds
Testing time for Neural Network: 0.0005650520324707031 seconds
RMSE for Neural Network: 424.24872658373283
MAE for Neural Network: 339.0102884405684
Training time for Neural Network: 0.35718870162963867 seconds
Testing time for Neural Network: 0.0005750656127929688 seconds
RMSE for Neural Network: 423.4078587900884
MAE for Neural Network: 337.9574064077395
Training time for Neural Network: 0.4551830291748047 seconds
Testing time for Neural Network: 0.0006582736968994141 seconds
RMSE for Neural Network: 0.1692203770671673
MAE for Neural Network: 0.12257133595673803
Training time for Neural Network: 0.3581089973449707 seconds
Testing time for Neural Network: 0.000576019287109375 seconds
RMSE for Neural Network: 422.3943265389254
MAE for Neural Network: 336.68673979370027
Training time for Neural Network: 0.465177059173584 seconds
Testing time for Neural Network: 0.0006060600280761719 seconds
RMSE for Neural Network: 423.9270280571879
MAE for Neural Network: 338.6076177200364
Training time for Neural Network: 0.39948320388793945 seconds
Testing time for Neural Network: 0.0009531974792480469 seconds
RMSE for Neural Network: 14.333316534827134
MAE for Neural Network: 11.958812606881413
Training time for Neural Network: 0.3374760150909424 seconds
Testing time for Neural Network: 0.001695871353149414 seconds
RMSE for Neural Network: 0.5104487546613719
MAE for Neural Network: 0.41876123711930957
Training time for Neural Network: 0.33837175369262695 seconds
Testing time for Neural Network: 0.0006809234619140625 seconds
RMSE for Neural Network: 424.3657576221
MAE for Neural Network: 339.15673353601204
Training time for Neural Network: 0.3115530014038086 seconds
Testing time for Neural Network: 0.0006020069122314453 seconds
RMSE for Neural Network: 423.5083398652983
MAE for Neural Network: 338.08328499956855
Training time for Neural Network: 0.39475584030151367 seconds
Testing time for Neural Network: 0.0014710426330566406 seconds
RMSE for Neural Network: 0.5795063077849869
MAE for Neural Network: 0.47666346145277716
Training time for Neural Network: 0.3464851379394531 seconds
Testing time for Neural Network: 0.0005667209625244141 seconds
RMSE for Neural Network: 424.3707619654178
MAE for Neural Network: 339.16299513913344
Training time for Neural Network: 0.2681760787963867 seconds
Testing time for Neural Network: 0.0005257129669189453 seconds
RMSE for Neural Network: 0.9539871614572332
MAE for Neural Network: 0.7562437621028479
Training time for Neural Network: 0.39313626289367676 seconds
Testing time for Neural Network: 0.0005648136138916016 seconds
RMSE for Neural Network: 11.679413594755555
MAE for Neural Network: 9.634389625883937
Training time for Neural Network: 0.3971221446990967 seconds
Testing time for Neural Network: 0.0005888938903808594 seconds
RMSE for Neural Network: 0.17077606090690153
MAE for Neural Network: 0.13776081245142335
Training time for Neural Network: 0.39131999015808105 seconds
Testing time for Neural Network: 0.0008237361907958984 seconds
RMSE for Neural Network: 423.05513202213547
MAE for Neural Network: 337.5153898578626
Training time for Neural Network: 0.4183390140533447 seconds
Testing time for Neural Network: 0.0005869865417480469 seconds
RMSE for Neural Network: 422.2441559856573
MAE for Neural Network: 336.4983223207489
Training time for Neural Network: 0.3325657844543457 seconds
Testing time for Neural Network: 0.0005471706390380859 seconds
RMSE for Neural Network: 423.3171207925326
MAE for Neural Network: 337.8437189244728
Training time for Neural Network: 0.3656320571899414 seconds
Testing time for Neural Network: 0.0005648136138916016 seconds
RMSE for Neural Network: 0.18711586557819776
MAE for Neural Network: 0.14948404888029151
Training time for Neural Network: 0.28516507148742676 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 422.94516613381313
MAE for Neural Network: 337.3775440313082
Training time for Neural Network: 0.3317749500274658 seconds
Testing time for Neural Network: 0.0011131763458251953 seconds
RMSE for Neural Network: 0.2371738464207039
MAE for Neural Network: 0.19389023680199224
Training time for Neural Network: 0.34038209915161133 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
RMSE for Neural Network: 0.8941477602977503
MAE for Neural Network: 0.7132298453605531
Training time for Neural Network: 0.12480592727661133 seconds
Testing time for Neural Network: 0.0005109310150146484 seconds
RMSE for Neural Network: 422.147098017606
MAE for Neural Network: 336.37652418877985
Training time for Neural Network: 0.3522939682006836 seconds
Testing time for Neural Network: 0.0005679130554199219 seconds
RMSE for Neural Network: 423.5910366774154
MAE for Neural Network: 338.18687143957254
Training time for Neural Network: 0.40917301177978516 seconds
Testing time for Neural Network: 0.005316019058227539 seconds
RMSE for Neural Network: 0.42088054334625
MAE for Neural Network: 0.3285401733785908
Training time for Neural Network: 0.3118622303009033 seconds
Testing time for Neural Network: 0.0006048679351806641 seconds
RMSE for Neural Network: 0.7585532223537563
MAE for Neural Network: 0.6116839352741238
Training time for Neural Network: 0.1403191089630127 seconds
Testing time for Neural Network: 0.0006468296051025391 seconds
RMSE for Neural Network: 422.0879143642454
MAE for Neural Network: 336.30224666659177
Training time for Neural Network: 0.3948349952697754 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
RMSE for Neural Network: 423.18548877411945
MAE for Neural Network: 337.6787697940588
Training time for Neural Network: 0.28209877014160156 seconds
Testing time for Neural Network: 0.0005540847778320312 seconds
RMSE for Neural Network: 423.811089238129
MAE for Neural Network: 338.4624543754415
Training time for Neural Network: 0.3184080123901367 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 423.9149969501465
MAE for Neural Network: 338.5925549977157
Training time for Neural Network: 0.2941398620605469 seconds
Testing time for Neural Network: 0.0006229877471923828 seconds
RMSE for Neural Network: 0.39204709716630587
MAE for Neural Network: 0.32484177982490253
Training time for Neural Network: 0.3125777244567871 seconds
Testing time for Neural Network: 0.001007080078125 seconds
RMSE for Neural Network: 424.12521802793134
MAE for Neural Network: 338.8557129928295
Training time for Neural Network: 0.12478065490722656 seconds
Testing time for Neural Network: 0.0004279613494873047 seconds
RMSE for Neural Network: 422.0191890146649
MAE for Neural Network: 336.215986468868
Training time for Neural Network: 0.38978004455566406 seconds
Testing time for Neural Network: 0.0005698204040527344 seconds
RMSE for Neural Network: 422.87945605131364
MAE for Neural Network: 337.29516452343853
Training time for Neural Network: 0.33731985092163086 seconds
Testing time for Neural Network: 0.0011370182037353516 seconds
RMSE for Neural Network: 423.25300316534765
MAE for Neural Network: 337.7633762697257
Training time for Neural Network: 0.3653998374938965 seconds
Testing time for Neural Network: 0.0005931854248046875 seconds
RMSE for Neural Network: 422.6513957156303
MAE for Neural Network: 337.00919269510865
Training time for Neural Network: 0.3238718509674072 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
RMSE for Neural Network: 1.0599366594438324
MAE for Neural Network: 0.8421242121852879
Training time for Neural Network: 0.28977322578430176 seconds
Testing time for Neural Network: 0.0005428791046142578 seconds
RMSE for Neural Network: 0.7382077686252619
MAE for Neural Network: 0.6070142168709097
Training time for Neural Network: 0.32732295989990234 seconds
Testing time for Neural Network: 0.0007169246673583984 seconds
RMSE for Neural Network: 422.55819919096473
MAE for Neural Network: 336.8923052908
Training time for Neural Network: 0.3736131191253662 seconds
Testing time for Neural Network: 0.0025568008422851562 seconds
RMSE for Neural Network: 0.859371551722274
MAE for Neural Network: 0.6885883767101757
Training time for Neural Network: 0.270906925201416 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.6279221773053025
MAE for Neural Network: 0.5253931743812409
Training time for Neural Network: 0.1706092357635498 seconds
Testing time for Neural Network: 0.0005156993865966797 seconds
RMSE for Neural Network: 0.41881698589572675
MAE for Neural Network: 0.2857516454887972
Training time for Neural Network: 0.9418590068817139 seconds
Testing time for Neural Network: 0.0005910396575927734 seconds
RMSE for Neural Network: 424.0672337731066
MAE for Neural Network: 338.783134793651
Training time for Neural Network: 0.3704221248626709 seconds
Testing time for Neural Network: 0.0006361007690429688 seconds
RMSE for Neural Network: 422.72485474064445
MAE for Neural Network: 337.1013148537654
Training time for Neural Network: 0.35332512855529785 seconds
Testing time for Neural Network: 0.0005550384521484375 seconds
RMSE for Neural Network: 423.1266003625527
MAE for Neural Network: 337.6049667807183
Training time for Neural Network: 0.3278977870941162 seconds
Testing time for Neural Network: 0.0005490779876708984 seconds
RMSE for Neural Network: 421.9432458824726
MAE for Neural Network: 336.1206575122618
Training time for Neural Network: 0.4327270984649658 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 0.26622725385791585
MAE for Neural Network: 0.2114321901012477
Training time for Neural Network: 0.1818070411682129 seconds
Testing time for Neural Network: 0.0009629726409912109 seconds
RMSE for Neural Network: 0.8856431583282404
MAE for Neural Network: 0.7622099801133873
Training time for Neural Network: 0.3166320323944092 seconds
Testing time for Neural Network: 0.0005609989166259766 seconds
RMSE for Neural Network: 0.7035511654210488
MAE for Neural Network: 0.5604460124378182
Training time for Neural Network: 0.3226749897003174 seconds
Testing time for Neural Network: 0.0005471706390380859 seconds
RMSE for Neural Network: 424.0611803392832
MAE for Neural Network: 338.77555745859905
Training time for Neural Network: 0.30458617210388184 seconds
Testing time for Neural Network: 0.0020971298217773438 seconds
RMSE for Neural Network: 0.510898369152133
MAE for Neural Network: 0.41062741572984435
Training time for Neural Network: 0.35988807678222656 seconds
Testing time for Neural Network: 0.0005750656127929688 seconds
RMSE for Neural Network: 422.21047112528305
MAE for Neural Network: 336.45605298236507
Training time for Neural Network: 0.33045482635498047 seconds
Testing time for Neural Network: 0.0034203529357910156 seconds
RMSE for Neural Network: 0.29799583578017486
MAE for Neural Network: 0.23692654498026147
Training time for Neural Network: 0.395550012588501 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 424.2688507271009
MAE for Neural Network: 339.0354721233953
Training time for Neural Network: 0.3466067314147949 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 0.7200814213922525
MAE for Neural Network: 0.5702445266859825
Training time for Neural Network: 0.44871997833251953 seconds
Testing time for Neural Network: 0.001943826675415039 seconds
RMSE for Neural Network: 423.503133679746
MAE for Neural Network: 338.07676332040813
Training time for Neural Network: 0.5711538791656494 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
RMSE for Neural Network: 0.2781485409738147
MAE for Neural Network: 0.22038164486967446
Training time for Neural Network: 0.3537726402282715 seconds
Testing time for Neural Network: 0.0005631446838378906 seconds
RMSE for Neural Network: 424.18901167826033
MAE for Neural Network: 338.9355562481131
Training time for Neural Network: 0.42827320098876953 seconds
Testing time for Neural Network: 0.0005772113800048828 seconds
RMSE for Neural Network: 0.4398771312348579
MAE for Neural Network: 0.36481923886441403
Training time for Neural Network: 0.36194682121276855 seconds
Testing time for Neural Network: 0.0006160736083984375 seconds
RMSE for Neural Network: 423.9626266967615
MAE for Neural Network: 338.65218513432933
Training time for Neural Network: 0.37029504776000977 seconds
Testing time for Neural Network: 0.0005800724029541016 seconds
RMSE for Neural Network: 424.07797379742817
MAE for Neural Network: 338.79657837819235
Training time for Neural Network: 0.3665289878845215 seconds
Testing time for Neural Network: 0.0005998611450195312 seconds
RMSE for Neural Network: 1.1708947935628866
MAE for Neural Network: 0.985504682890407
Training time for Neural Network: 0.4823188781738281 seconds
Testing time for Neural Network: 0.0006058216094970703 seconds
RMSE for Neural Network: 0.3486252576496297
MAE for Neural Network: 0.28336065177154796
Training time for Neural Network: 0.37288379669189453 seconds
Testing time for Neural Network: 0.0005869865417480469 seconds
RMSE for Neural Network: 424.2286199512685
MAE for Neural Network: 338.9851259958117
Training time for Neural Network: 0.3357679843902588 seconds
Testing time for Neural Network: 0.0005629062652587891 seconds
RMSE for Neural Network: 0.3692134738574743
MAE for Neural Network: 0.30778777315804734
Training time for Neural Network: 0.1622941493988037 seconds
Testing time for Neural Network: 0.00047898292541503906 seconds
RMSE for Neural Network: 1.423944732444568
MAE for Neural Network: 1.157371253389903
Training time for Neural Network: 0.15091872215270996 seconds
Testing time for Neural Network: 0.0004990100860595703 seconds
RMSE for Neural Network: 0.9260078480863758
MAE for Neural Network: 0.7451168516643486
Training time for Neural Network: 0.3299980163574219 seconds
Testing time for Neural Network: 0.0005710124969482422 seconds
RMSE for Neural Network: 0.7349647268168986
MAE for Neural Network: 0.5923878809851512
Training time for Neural Network: 0.43927788734436035 seconds
Testing time for Neural Network: 0.0005888938903808594 seconds
RMSE for Neural Network: 3.8059404534117283
MAE for Neural Network: 3.143666441948248
Training time for Neural Network: 0.46157383918762207 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 423.06262695502045
MAE for Neural Network: 337.52478425549924
Training time for Neural Network: 0.3022928237915039 seconds
Testing time for Neural Network: 0.0017092227935791016 seconds
RMSE for Neural Network: 424.054861507688
MAE for Neural Network: 338.7676478487032
Training time for Neural Network: 0.36162900924682617 seconds
Testing time for Neural Network: 0.0005650520324707031 seconds
RMSE for Neural Network: 423.4517512021504
MAE for Neural Network: 338.0123951230286
Training time for Neural Network: 0.4074423313140869 seconds
Testing time for Neural Network: 0.0006718635559082031 seconds
RMSE for Neural Network: 1.4637259030175611
MAE for Neural Network: 1.1383959944152706
Training time for Neural Network: 0.7278378009796143 seconds
Testing time for Neural Network: 0.0006382465362548828 seconds
RMSE for Neural Network: 422.4564067608055
MAE for Neural Network: 336.7646199853685
Training time for Neural Network: 0.3296701908111572 seconds
Testing time for Neural Network: 0.0010859966278076172 seconds
RMSE for Neural Network: 423.66034006068224
MAE for Neural Network: 338.2736723438161
Training time for Neural Network: 0.1562817096710205 seconds
Testing time for Neural Network: 0.00048732757568359375 seconds
RMSE for Neural Network: 424.3892674849337
MAE for Neural Network: 339.1861495064872
Training time for Neural Network: 0.1528937816619873 seconds
Testing time for Neural Network: 0.0005161762237548828 seconds
RMSE for Neural Network: 423.62258064094453
MAE for Neural Network: 338.22638053459406
Training time for Neural Network: 0.41535496711730957 seconds
Testing time for Neural Network: 0.0019252300262451172 seconds
RMSE for Neural Network: 421.82677587582583
MAE for Neural Network: 335.97443728122045
Training time for Neural Network: 0.3097701072692871 seconds
Testing time for Neural Network: 0.0017271041870117188 seconds
RMSE for Neural Network: 1.3203419520689212
MAE for Neural Network: 1.0474193291040372
Training time for Neural Network: 0.49797582626342773 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 422.02763767369186
MAE for Neural Network: 336.22659118677007
Training time for Neural Network: 0.46408915519714355 seconds
Testing time for Neural Network: 0.0035309791564941406 seconds
RMSE for Neural Network: 422.96564398131903
MAE for Neural Network: 337.40321523241363
Training time for Neural Network: 0.36832714080810547 seconds
Testing time for Neural Network: 0.0005860328674316406 seconds
RMSE for Neural Network: 0.4555816897585342
MAE for Neural Network: 0.36862363877437837
Training time for Neural Network: 0.30965685844421387 seconds
Testing time for Neural Network: 0.0005781650543212891 seconds
RMSE for Neural Network: 421.7826948505883
MAE for Neural Network: 335.91909046087727
Training time for Neural Network: 0.3017442226409912 seconds
Testing time for Neural Network: 0.0005519390106201172 seconds
RMSE for Neural Network: 421.8481739189097
MAE for Neural Network: 336.0013028238986
Training time for Neural Network: 0.32262277603149414 seconds
Testing time for Neural Network: 0.001955270767211914 seconds
RMSE for Neural Network: 422.06828620789855
MAE for Neural Network: 336.2776113319337
Training time for Neural Network: 0.18776893615722656 seconds
Testing time for Neural Network: 0.0009758472442626953 seconds
RMSE for Neural Network: 424.09866158405293
MAE for Neural Network: 338.8224733072227
Training time for Neural Network: 0.8297679424285889 seconds
Testing time for Neural Network: 0.0005922317504882812 seconds
RMSE for Neural Network: 421.99868553117676
MAE for Neural Network: 336.19025008271666
Training time for Neural Network: 0.44521188735961914 seconds
Testing time for Neural Network: 0.0006082057952880859 seconds
RMSE for Neural Network: 2.42313220135589
MAE for Neural Network: 2.0184331997431344
Training time for Neural Network: 0.10933995246887207 seconds
Testing time for Neural Network: 0.0004420280456542969 seconds
RMSE for Neural Network: 1.041640403843954
MAE for Neural Network: 0.8133328915284201
Training time for Neural Network: 0.16749000549316406 seconds
Testing time for Neural Network: 0.0005159378051757812 seconds
RMSE for Neural Network: 422.0864621104873
MAE for Neural Network: 336.30042396284057
Training time for Neural Network: 0.3058319091796875 seconds
Testing time for Neural Network: 0.0027971267700195312 seconds
RMSE for Neural Network: 18.139010344873082
MAE for Neural Network: 15.083378791051377
Training time for Neural Network: 0.3685939311981201 seconds
Testing time for Neural Network: 0.0015301704406738281 seconds
RMSE for Neural Network: 0.5407592275392631
MAE for Neural Network: 0.41130714385835987
Training time for Neural Network: 0.39078593254089355 seconds
Testing time for Neural Network: 0.0005891323089599609 seconds
RMSE for Neural Network: 3.85206439860617
MAE for Neural Network: 3.178691461274649
Training time for Neural Network: 0.3276808261871338 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 4.975108638737208
MAE for Neural Network: 3.7656192183668384
Training time for Neural Network: 0.17406010627746582 seconds
Testing time for Neural Network: 0.0004711151123046875 seconds
RMSE for Neural Network: 17.205909641545546
MAE for Neural Network: 14.301737942751663
Training time for Neural Network: 0.3446929454803467 seconds
Testing time for Neural Network: 0.0016410350799560547 seconds
RMSE for Neural Network: 422.2521733859529
MAE for Neural Network: 336.5083826441763
Training time for Neural Network: 0.4294259548187256 seconds
Testing time for Neural Network: 0.0005829334259033203 seconds
RMSE for Neural Network: 423.01534419589893
MAE for Neural Network: 337.46551688404156
Training time for Neural Network: 0.34539008140563965 seconds
Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 424.3238319237483
MAE for Neural Network: 339.10427304752733
Training time for Neural Network: 0.2958719730377197 seconds
Testing time for Neural Network: 0.0012559890747070312 seconds
RMSE for Neural Network: 0.4427652891951275
MAE for Neural Network: 0.33155785185159103
Training time for Neural Network: 0.3005409240722656 seconds
Testing time for Neural Network: 0.0005590915679931641 seconds
RMSE for Neural Network: 0.5494608153771369
MAE for Neural Network: 0.4244205268367976
Training time for Neural Network: 0.416348934173584 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 422.6345743069197
MAE for Neural Network: 336.98809631829687
Training time for Neural Network: 0.4648876190185547 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
RMSE for Neural Network: 423.1634608106087
MAE for Neural Network: 337.6511635191711
Training time for Neural Network: 0.187180757522583 seconds
Testing time for Neural Network: 0.0016438961029052734 seconds
RMSE for Neural Network: 423.2879888049947
MAE for Neural Network: 337.8072159193996
Training time for Neural Network: 0.3877840042114258 seconds
Testing time for Neural Network: 0.001455068588256836 seconds
RMSE for Neural Network: 423.57807209066175
MAE for Neural Network: 338.1706326940297
Training time for Neural Network: 0.17718791961669922 seconds
Testing time for Neural Network: 0.0004987716674804688 seconds
RMSE for Neural Network: 423.0081746460756
MAE for Neural Network: 337.45652976056533
Training time for Neural Network: 0.4274919033050537 seconds
Testing time for Neural Network: 0.000576019287109375 seconds
RMSE for Neural Network: 0.6775548274823687
MAE for Neural Network: 0.5399536963950636
Training time for Neural Network: 0.3568098545074463 seconds
Testing time for Neural Network: 0.0005421638488769531 seconds
RMSE for Neural Network: 0.9437304548232509
MAE for Neural Network: 0.7814157438090661
Training time for Neural Network: 0.43621182441711426 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 423.7467582693297
MAE for Neural Network: 338.38189786748967
Training time for Neural Network: 0.3695967197418213 seconds
Testing time for Neural Network: 0.0005710124969482422 seconds
RMSE for Neural Network: 0.45531486319466113
MAE for Neural Network: 0.3640458803527835
Training time for Neural Network: 0.36811399459838867 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 16.305655543521976
MAE for Neural Network: 13.593737302473388
Training time for Neural Network: 0.4532139301300049 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 423.49199300991245
MAE for Neural Network: 338.06280748426957
Training time for Neural Network: 0.3221549987792969 seconds
Testing time for Neural Network: 0.0005538463592529297 seconds
RMSE for Neural Network: 423.86277094222186
MAE for Neural Network: 338.5271661941726
Training time for Neural Network: 0.47737598419189453 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 0.2843501400595415
MAE for Neural Network: 0.2127849790956854
Training time for Neural Network: 0.32222509384155273 seconds
Testing time for Neural Network: 0.000576019287109375 seconds
RMSE for Neural Network: 423.1487168701263
MAE for Neural Network: 337.63268539860417
Training time for Neural Network: 0.3830070495605469 seconds
Testing time for Neural Network: 0.0005719661712646484 seconds
RMSE for Neural Network: 423.5826008462377
MAE for Neural Network: 338.1763052023333
Training time for Neural Network: 0.34190821647644043 seconds
Testing time for Neural Network: 0.0006029605865478516 seconds
RMSE for Neural Network: 0.29762309225008404
MAE for Neural Network: 0.24109817503490005
Training time for Neural Network: 0.3132438659667969 seconds
Testing time for Neural Network: 0.0005581378936767578 seconds
RMSE for Neural Network: 423.98766326311153
MAE for Neural Network: 338.6835281792608
Training time for Neural Network: 0.39569592475891113 seconds
Testing time for Neural Network: 0.0006000995635986328 seconds
RMSE for Neural Network: 422.51070524086595
MAE for Neural Network: 336.8327325302166
Training time for Neural Network: 0.17294096946716309 seconds
Testing time for Neural Network: 0.00045013427734375 seconds
RMSE for Neural Network: 0.7769141711355564
MAE for Neural Network: 0.622644679543967
Training time for Neural Network: 0.40770912170410156 seconds
Testing time for Neural Network: 0.0006008148193359375 seconds
RMSE for Neural Network: 0.43157788682182613
MAE for Neural Network: 0.3540833605196505
Training time for Neural Network: 0.3884599208831787 seconds
Testing time for Neural Network: 0.0019328594207763672 seconds
RMSE for Neural Network: 0.26442210869827915
MAE for Neural Network: 0.2162866665985665
Training time for Neural Network: 0.2828071117401123 seconds
Testing time for Neural Network: 0.0005259513854980469 seconds
RMSE for Neural Network: 423.8373664780223
MAE for Neural Network: 338.49535725569984
Training time for Neural Network: 0.34519004821777344 seconds
Testing time for Neural Network: 0.0007319450378417969 seconds
RMSE for Neural Network: 0.14262860816148
MAE for Neural Network: 0.12351571242571119
Training time for Neural Network: 0.29055094718933105 seconds
Testing time for Neural Network: 0.0013740062713623047 seconds
RMSE for Neural Network: 1.236495905584756
MAE for Neural Network: 1.007727943183096
Training time for Neural Network: 0.4367179870605469 seconds
Testing time for Neural Network: 0.0006101131439208984 seconds
RMSE for Neural Network: 422.06010284445085
MAE for Neural Network: 336.2673401829368
Training time for Neural Network: 0.35631799697875977 seconds
Testing time for Neural Network: 0.0006160736083984375 seconds
RMSE for Neural Network: 0.16219307851258682
MAE for Neural Network: 0.1327483019162111
Training time for Neural Network: 0.3318440914154053 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 423.74309279739674
MAE for Neural Network: 338.3773076820337
Training time for Neural Network: 0.25545215606689453 seconds
Testing time for Neural Network: 0.0005419254302978516 seconds
RMSE for Neural Network: 8.307563161343014
MAE for Neural Network: 6.997410216312029
Training time for Neural Network: 0.283397912979126 seconds
Testing time for Neural Network: 0.0005502700805664062 seconds
RMSE for Neural Network: 424.18764815546837
MAE for Neural Network: 338.9338497528772
Training time for Neural Network: 0.27225613594055176 seconds
Testing time for Neural Network: 0.0005428791046142578 seconds
RMSE for Neural Network: 424.2168256774447
MAE for Neural Network: 338.9703657379006
Training time for Neural Network: 0.2664952278137207 seconds
Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 422.600793702236
MAE for Neural Network: 336.94572930725553
Training time for Neural Network: 0.1619722843170166 seconds
Testing time for Neural Network: 0.00048279762268066406 seconds
RMSE for Neural Network: 19.047451839395723
MAE for Neural Network: 15.977158044412949
Training time for Neural Network: 0.9077041149139404 seconds
Testing time for Neural Network: 0.0007138252258300781 seconds
RMSE for Neural Network: 0.44169984505811427
MAE for Neural Network: 0.3478347051002652
Training time for Neural Network: 0.10135793685913086 seconds
Testing time for Neural Network: 0.0011677742004394531 seconds
RMSE for Neural Network: 422.1518566175401
MAE for Neural Network: 336.3824961353885
Training time for Neural Network: 0.34986376762390137 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 423.15441581719654
MAE for Neural Network: 337.63982775471175
Training time for Neural Network: 0.34163522720336914 seconds
Testing time for Neural Network: 0.0005970001220703125 seconds
RMSE for Neural Network: 0.4556492317423659
MAE for Neural Network: 0.34847089919300084
Training time for Neural Network: 0.312971830368042 seconds
Testing time for Neural Network: 0.0009143352508544922 seconds
RMSE for Neural Network: 0.23739492308196167
MAE for Neural Network: 0.19043103693761218
Training time for Neural Network: 0.37003183364868164 seconds
Testing time for Neural Network: 0.0005769729614257812 seconds
RMSE for Neural Network: 421.98748557831
MAE for Neural Network: 336.1761913719394
Training time for Neural Network: 0.3804149627685547 seconds
Testing time for Neural Network: 0.0005652904510498047 seconds
RMSE for Neural Network: 423.56859908367767
MAE for Neural Network: 338.15876713512523
Training time for Neural Network: 0.262052059173584 seconds
Testing time for Neural Network: 0.0010008811950683594 seconds
RMSE for Neural Network: 423.74782952626543
MAE for Neural Network: 338.38323937343506
Training time for Neural Network: 0.42549610137939453 seconds
Testing time for Neural Network: 0.0006039142608642578 seconds
RMSE for Neural Network: 0.31903012109665907
MAE for Neural Network: 0.24162726332336476
Training time for Neural Network: 0.26250314712524414 seconds
Testing time for Neural Network: 0.0006515979766845703 seconds
RMSE for Neural Network: 423.6893534625528
MAE for Neural Network: 338.3100085692921
Training time for Neural Network: 0.37714600563049316 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
RMSE for Neural Network: 0.40630071675881807
MAE for Neural Network: 0.3327667377477607
Training time for Neural Network: 0.33801698684692383 seconds
Testing time for Neural Network: 0.0005550384521484375 seconds
RMSE for Neural Network: 423.64723910516074
MAE for Neural Network: 338.25726431528966
Training time for Neural Network: 0.2893850803375244 seconds
Testing time for Neural Network: 0.0005688667297363281 seconds
RMSE for Neural Network: 6.632016967684764
MAE for Neural Network: 5.352534741181919
Training time for Neural Network: 0.27548694610595703 seconds
Testing time for Neural Network: 0.0005660057067871094 seconds
RMSE for Neural Network: 423.3294663462105
MAE for Neural Network: 337.8591877359647
Training time for Neural Network: 0.3238677978515625 seconds
Testing time for Neural Network: 0.0005772113800048828 seconds
RMSE for Neural Network: 422.7274572910337
MAE for Neural Network: 337.1045784447035
Training time for Neural Network: 0.14864897727966309 seconds
Testing time for Neural Network: 0.002148151397705078 seconds
RMSE for Neural Network: 423.59145910222526
MAE for Neural Network: 338.18740054146116
Training time for Neural Network: 0.4289968013763428 seconds
Testing time for Neural Network: 0.0006160736083984375 seconds
RMSE for Neural Network: 423.6431036311905
MAE for Neural Network: 338.25208486409383
Training time for Neural Network: 0.34214305877685547 seconds
Testing time for Neural Network: 0.0005698204040527344 seconds
RMSE for Neural Network: 0.1841233434384274
MAE for Neural Network: 0.1338980177471948
Training time for Neural Network: 0.16047096252441406 seconds
Testing time for Neural Network: 0.0013120174407958984 seconds
RMSE for Neural Network: 1.807031406854988
MAE for Neural Network: 1.4327694414028929
Training time for Neural Network: 0.14464378356933594 seconds
Testing time for Neural Network: 0.000514984130859375 seconds
RMSE for Neural Network: 422.80192664219527
MAE for Neural Network: 337.19795793122887
Training time for Neural Network: 0.40434908866882324 seconds
Testing time for Neural Network: 0.0006000995635986328 seconds
RMSE for Neural Network: 424.20822255876567
MAE for Neural Network: 338.95959898947507
Training time for Neural Network: 0.17432880401611328 seconds
Testing time for Neural Network: 0.0004570484161376953 seconds
RMSE for Neural Network: 29.144699701032255
MAE for Neural Network: 23.729305844464907
Training time for Neural Network: 0.28966808319091797 seconds
Testing time for Neural Network: 0.0005629062652587891 seconds
RMSE for Neural Network: 422.0324821377562
MAE for Neural Network: 336.2326718806398
Training time for Neural Network: 0.3430330753326416 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 423.08029507783715
MAE for Neural Network: 337.54692969095163
Training time for Neural Network: 0.33241820335388184 seconds
Testing time for Neural Network: 0.0005669593811035156 seconds
RMSE for Neural Network: 0.20889678169533754
MAE for Neural Network: 0.16174679374136386
Training time for Neural Network: 0.4086310863494873 seconds
Testing time for Neural Network: 0.0014986991882324219 seconds
RMSE for Neural Network: 423.5815974484449
MAE for Neural Network: 338.17504839596745
Training time for Neural Network: 0.15797185897827148 seconds
Testing time for Neural Network: 0.0005059242248535156 seconds
RMSE for Neural Network: 0.34514902209500137
MAE for Neural Network: 0.27547127457548415
Training time for Neural Network: 0.304279088973999 seconds
Testing time for Neural Network: 0.0005609989166259766 seconds
RMSE for Neural Network: 0.3309097149662161
MAE for Neural Network: 0.2507263777787421
Training time for Neural Network: 0.34758901596069336 seconds
Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 422.65293247945834
MAE for Neural Network: 337.01111998586055
Training time for Neural Network: 0.14975500106811523 seconds
Testing time for Neural Network: 0.0012149810791015625 seconds
RMSE for Neural Network: 422.8752278046777
MAE for Neural Network: 337.2898633986746
Training time for Neural Network: 0.7001438140869141 seconds
Testing time for Neural Network: 0.0018270015716552734 seconds
RMSE for Neural Network: 0.18343379812916683
MAE for Neural Network: 0.14899949933702333
Training time for Neural Network: 0.3261418342590332 seconds
Testing time for Neural Network: 0.0005869865417480469 seconds
RMSE for Neural Network: 422.407486682973
MAE for Neural Network: 336.7032498602657
Training time for Neural Network: 0.3990356922149658 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 0.16353542711794014
MAE for Neural Network: 0.12478951473417123
Training time for Neural Network: 0.3834869861602783 seconds
Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 423.43486827577453
MAE for Neural Network: 337.9912444610971
Training time for Neural Network: 0.29357290267944336 seconds
Testing time for Neural Network: 0.0027933120727539062 seconds
RMSE for Neural Network: 422.51493171819845
MAE for Neural Network: 336.8380340541614
Training time for Neural Network: 0.2962980270385742 seconds
Testing time for Neural Network: 0.0005612373352050781 seconds
RMSE for Neural Network: 422.02302234040127
MAE for Neural Network: 336.2207980568206
Training time for Neural Network: 0.1284780502319336 seconds
Testing time for Neural Network: 0.0004050731658935547 seconds
RMSE for Neural Network: 422.7590768188536
MAE for Neural Network: 337.1442283257536
Training time for Neural Network: 0.3764798641204834 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 424.07511514006177
MAE for Neural Network: 338.793000136802
Training time for Neural Network: 0.34961366653442383 seconds
Testing time for Neural Network: 0.0005691051483154297 seconds
RMSE for Neural Network: 421.71278769698307
MAE for Neural Network: 335.83131028508825
Training time for Neural Network: 0.3870699405670166 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 422.7237082093715
MAE for Neural Network: 337.09987710309304
Training time for Neural Network: 0.2727348804473877 seconds
Testing time for Neural Network: 0.0005681514739990234 seconds
RMSE for Neural Network: 0.3072923458070294
MAE for Neural Network: 0.2449285238107107
Training time for Neural Network: 0.37041497230529785 seconds
Testing time for Neural Network: 0.0012049674987792969 seconds
RMSE for Neural Network: 2.0797736693397515
MAE for Neural Network: 1.6641901835025634
Training time for Neural Network: 0.9222278594970703 seconds
Testing time for Neural Network: 0.0007348060607910156 seconds
RMSE for Neural Network: 0.23057644447241327
MAE for Neural Network: 0.18796745989389954
Training time for Neural Network: 0.8049571514129639 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 0.6002291005514101
MAE for Neural Network: 0.4967088096683076
Training time for Neural Network: 0.6344969272613525 seconds
Testing time for Neural Network: 0.0036199092864990234 seconds
RMSE for Neural Network: 424.1367665913633
MAE for Neural Network: 338.87016752026904
Training time for Neural Network: 1.0081427097320557 seconds
Testing time for Neural Network: 0.0006041526794433594 seconds
RMSE for Neural Network: 423.5909161065108
MAE for Neural Network: 338.18672042023115
Training time for Neural Network: 0.478564977645874 seconds
Testing time for Neural Network: 0.0010151863098144531 seconds
RMSE for Neural Network: 0.3150171966510176
MAE for Neural Network: 0.25544685792426475
Training time for Neural Network: 0.16584300994873047 seconds
Testing time for Neural Network: 0.0005197525024414062 seconds
RMSE for Neural Network: 422.0789138591481
MAE for Neural Network: 336.2965874337475
Training time for Neural Network: 0.510671854019165 seconds
Testing time for Neural Network: 0.0005772113800048828 seconds
RMSE for Neural Network: 422.9100328500899
MAE for Neural Network: 337.3334989975094
Training time for Neural Network: 0.5302097797393799 seconds
Testing time for Neural Network: 0.0005700588226318359 seconds
RMSE for Neural Network: 423.8170106691949
MAE for Neural Network: 338.46986895913057
Training time for Neural Network: 0.45258402824401855 seconds
Testing time for Neural Network: 0.0005807876586914062 seconds
RMSE for Neural Network: 0.5240415602547757
MAE for Neural Network: 0.42469061013641946
Training time for Neural Network: 0.5205211639404297 seconds
Testing time for Neural Network: 0.0005738735198974609 seconds
RMSE for Neural Network: 422.9325140761493
MAE for Neural Network: 337.3616829508217
Training time for Neural Network: 0.8975191116333008 seconds
Testing time for Neural Network: 0.002831697463989258 seconds
RMSE for Neural Network: 422.0571482140588
MAE for Neural Network: 336.2636317225259
Training time for Neural Network: 0.445127010345459 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 422.069053887201
MAE for Neural Network: 336.27857486000426
Training time for Neural Network: 0.5050041675567627 seconds
Testing time for Neural Network: 0.00060272216796875 seconds
RMSE for Neural Network: 0.35894321331619783
MAE for Neural Network: 0.25860051108439513
Training time for Neural Network: 0.17121219635009766 seconds
Testing time for Neural Network: 0.0005087852478027344 seconds
RMSE for Neural Network: 23.464523234402915
MAE for Neural Network: 19.576211706230144
Training time for Neural Network: 0.5473787784576416 seconds
Testing time for Neural Network: 0.0015048980712890625 seconds
RMSE for Neural Network: 422.46499547014173
MAE for Neural Network: 336.7753940807217
Training time for Neural Network: 0.6270389556884766 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 422.81621046312017
MAE for Neural Network: 337.2158677924752
Training time for Neural Network: 0.631248950958252 seconds
Testing time for Neural Network: 0.0006039142608642578 seconds
RMSE for Neural Network: 423.07055189988347
MAE for Neural Network: 337.53471754104135
Training time for Neural Network: 0.10853290557861328 seconds
Testing time for Neural Network: 0.0004858970642089844 seconds
RMSE for Neural Network: 1.0441239483312956
MAE for Neural Network: 0.821846599163957
Training time for Neural Network: 0.5408248901367188 seconds
Testing time for Neural Network: 0.0007259845733642578 seconds
RMSE for Neural Network: 422.55815957678885
MAE for Neural Network: 336.8922556034221
Training time for Neural Network: 0.5639281272888184 seconds
Testing time for Neural Network: 0.0007407665252685547 seconds
RMSE for Neural Network: 423.70342017224317
MAE for Neural Network: 338.32762513027956
Training time for Neural Network: 0.6140060424804688 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.421585316912784
MAE for Neural Network: 0.33666607545424154
Training time for Neural Network: 0.39519786834716797 seconds
Testing time for Neural Network: 0.0007271766662597656 seconds
RMSE for Neural Network: 421.99968841830525
MAE for Neural Network: 336.19150894361576
Training time for Neural Network: 0.4113740921020508 seconds
Testing time for Neural Network: 0.0005629062652587891 seconds
RMSE for Neural Network: 0.6513935700032232
MAE for Neural Network: 0.49584005038726753
Training time for Neural Network: 0.4194822311401367 seconds
Testing time for Neural Network: 0.0006048679351806641 seconds
RMSE for Neural Network: 0.5435771112393467
MAE for Neural Network: 0.38143142224579435
Training time for Neural Network: 0.14346599578857422 seconds
Testing time for Neural Network: 0.001188039779663086 seconds
RMSE for Neural Network: 424.2754569889101
MAE for Neural Network: 339.04373916028453
Training time for Neural Network: 0.17072677612304688 seconds
Testing time for Neural Network: 0.0005471706390380859 seconds
RMSE for Neural Network: 422.8467953460096
MAE for Neural Network: 337.25421568162596
Training time for Neural Network: 0.705305814743042 seconds
Testing time for Neural Network: 0.000637054443359375 seconds
RMSE for Neural Network: 0.345105344040565
MAE for Neural Network: 0.2651029055633836
Training time for Neural Network: 0.40569186210632324 seconds
Testing time for Neural Network: 0.0005950927734375 seconds
RMSE for Neural Network: 0.2423342819454745
MAE for Neural Network: 0.18958052217691165
Training time for Neural Network: 0.8248188495635986 seconds
Testing time for Neural Network: 0.0006811618804931641 seconds
RMSE for Neural Network: 423.3011040426473
MAE for Neural Network: 337.8236497706498
Training time for Neural Network: 0.1665661334991455 seconds
Testing time for Neural Network: 0.0005319118499755859 seconds
RMSE for Neural Network: 423.34021742601766
MAE for Neural Network: 337.87265848385306
Training time for Neural Network: 0.4489889144897461 seconds
Testing time for Neural Network: 0.0023632049560546875 seconds
RMSE for Neural Network: 423.015295765192
MAE for Neural Network: 337.4654561758157
Training time for Neural Network: 0.5578029155731201 seconds
Testing time for Neural Network: 0.0005970001220703125 seconds
RMSE for Neural Network: 0.17990306015605903
MAE for Neural Network: 0.14406011350985673
Training time for Neural Network: 0.4718017578125 seconds
Testing time for Neural Network: 0.0005900859832763672 seconds
RMSE for Neural Network: 0.4537198481280142
MAE for Neural Network: 0.36148429290319295
Training time for Neural Network: 0.5466339588165283 seconds
Testing time for Neural Network: 0.003776073455810547 seconds
RMSE for Neural Network: 423.5814411905776
MAE for Neural Network: 338.1748526749517
Training time for Neural Network: 0.5654721260070801 seconds
Testing time for Neural Network: 0.0006208419799804688 seconds
RMSE for Neural Network: 0.4488481177329252
MAE for Neural Network: 0.36809189778471635
Training time for Neural Network: 0.41258907318115234 seconds
Testing time for Neural Network: 0.0016090869903564453 seconds
RMSE for Neural Network: 423.3167555238746
MAE for Neural Network: 337.8432612438766
Training time for Neural Network: 0.890606164932251 seconds
Testing time for Neural Network: 0.0007586479187011719 seconds
RMSE for Neural Network: 424.2479790714559
MAE for Neural Network: 339.0093529784289
Training time for Neural Network: 0.3651721477508545 seconds
Testing time for Neural Network: 0.0013289451599121094 seconds
RMSE for Neural Network: 421.94935645929485
MAE for Neural Network: 336.12832828705706
Training time for Neural Network: 0.32906413078308105 seconds
Testing time for Neural Network: 0.0006151199340820312 seconds
RMSE for Neural Network: 12.257053092545924
MAE for Neural Network: 10.160620234518683
Training time for Neural Network: 0.3540782928466797 seconds
Testing time for Neural Network: 0.002051830291748047 seconds
RMSE for Neural Network: 422.06383812781723
MAE for Neural Network: 336.27202844694483
Training time for Neural Network: 0.6124029159545898 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 423.49639239138105
MAE for Neural Network: 338.06831858243254
Training time for Neural Network: 0.14649701118469238 seconds
Testing time for Neural Network: 0.0004181861877441406 seconds
RMSE for Neural Network: 1.2280589267987734
MAE for Neural Network: 0.9676332842080759
Training time for Neural Network: 0.37012410163879395 seconds
Testing time for Neural Network: 0.002585172653198242 seconds
RMSE for Neural Network: 424.2039296766967
MAE for Neural Network: 338.95422642857017
Training time for Neural Network: 0.4254469871520996 seconds
Testing time for Neural Network: 0.0005700588226318359 seconds
RMSE for Neural Network: 422.8361475796807
MAE for Neural Network: 337.2408654962563
Training time for Neural Network: 0.49785709381103516 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 422.94195843518924
MAE for Neural Network: 337.3735227690992
Training time for Neural Network: 0.6358671188354492 seconds
Testing time for Neural Network: 0.0006327629089355469 seconds
RMSE for Neural Network: 421.87148657030355
MAE for Neural Network: 336.0305712902866
Training time for Neural Network: 0.1760880947113037 seconds
Testing time for Neural Network: 0.0005209445953369141 seconds
RMSE for Neural Network: 0.307819634689767
MAE for Neural Network: 0.2430029548163963
Training time for Neural Network: 0.5267481803894043 seconds
Testing time for Neural Network: 0.0007307529449462891 seconds
RMSE for Neural Network: 18.63775639884269
MAE for Neural Network: 15.39501865286319
Training time for Neural Network: 0.447951078414917 seconds
Testing time for Neural Network: 0.0018551349639892578 seconds
RMSE for Neural Network: 424.2506126355891
MAE for Neural Network: 339.0126487054888
Training time for Neural Network: 0.5305488109588623 seconds
Testing time for Neural Network: 0.0006129741668701172 seconds
RMSE for Neural Network: 0.2566968023308849
MAE for Neural Network: 0.2001175850371666
Training time for Neural Network: 0.5241050720214844 seconds
Testing time for Neural Network: 0.0005848407745361328 seconds
RMSE for Neural Network: 422.4727612526029
MAE for Neural Network: 336.78513574835415
Training time for Neural Network: 0.30973005294799805 seconds
Testing time for Neural Network: 0.0015201568603515625 seconds
RMSE for Neural Network: 424.3200525032306
MAE for Neural Network: 339.09954381712595
Training time for Neural Network: 0.9438438415527344 seconds
Testing time for Neural Network: 0.00568389892578125 seconds
RMSE for Neural Network: 421.8545627041102
MAE for Neural Network: 336.0093238809223
Training time for Neural Network: 0.5212810039520264 seconds
Testing time for Neural Network: 0.003640890121459961 seconds
RMSE for Neural Network: 0.38532366343838054
MAE for Neural Network: 0.28733709831849247
Training time for Neural Network: 0.9334127902984619 seconds
Testing time for Neural Network: 0.0008220672607421875 seconds
RMSE for Neural Network: 423.884864854427
MAE for Neural Network: 338.554829109399
Training time for Neural Network: 0.4002060890197754 seconds
Testing time for Neural Network: 0.0007240772247314453 seconds
RMSE for Neural Network: 0.23603020547716583
MAE for Neural Network: 0.17736676843172408
Training time for Neural Network: 0.9571089744567871 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 0.18096386590737557
MAE for Neural Network: 0.1440186029497495
Training time for Neural Network: 1.2442829608917236 seconds
Testing time for Neural Network: 0.0008220672607421875 seconds
RMSE for Neural Network: 0.07340302422767267
MAE for Neural Network: 0.057496829785630206
Training time for Neural Network: 0.5655112266540527 seconds
Testing time for Neural Network: 0.0007097721099853516 seconds
RMSE for Neural Network: 11.885757214248217
MAE for Neural Network: 9.977428121338448
Training time for Neural Network: 0.6385059356689453 seconds
Testing time for Neural Network: 0.0025839805603027344 seconds
RMSE for Neural Network: 0.8455748586127685
MAE for Neural Network: 0.694541724805365
Training time for Neural Network: 0.49790310859680176 seconds
Testing time for Neural Network: 0.0006098747253417969 seconds
RMSE for Neural Network: 0.7295439105053388
MAE for Neural Network: 0.5686130863923311
Training time for Neural Network: 0.15192890167236328 seconds
Testing time for Neural Network: 0.0005338191986083984 seconds
RMSE for Neural Network: 423.49033355916964
MAE for Neural Network: 338.0607286845002
Training time for Neural Network: 0.41649413108825684 seconds
Testing time for Neural Network: 0.0005860328674316406 seconds
RMSE for Neural Network: 422.6742172838012
MAE for Neural Network: 337.03781333422006
Training time for Neural Network: 0.3775031566619873 seconds
Testing time for Neural Network: 0.0023589134216308594 seconds
RMSE for Neural Network: 424.29733306976965
MAE for Neural Network: 339.07111423823403
Training time for Neural Network: 0.4402599334716797 seconds
Testing time for Neural Network: 0.001135110855102539 seconds
RMSE for Neural Network: 424.1179637305543
MAE for Neural Network: 338.8466331832003
Training time for Neural Network: 0.4034087657928467 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 0.2934682602461254
MAE for Neural Network: 0.2341037204124975
Training time for Neural Network: 0.6959922313690186 seconds
Testing time for Neural Network: 0.006963014602661133 seconds
RMSE for Neural Network: 422.8920932240484
MAE for Neural Network: 337.31100808016294
Training time for Neural Network: 0.7177731990814209 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 1.1213607443235152
MAE for Neural Network: 0.856495679695459
Training time for Neural Network: 0.5173740386962891 seconds
Testing time for Neural Network: 0.002538919448852539 seconds
RMSE for Neural Network: 421.6426189942846
MAE for Neural Network: 335.7431932489443
Training time for Neural Network: 0.3213181495666504 seconds
Testing time for Neural Network: 0.0024671554565429688 seconds
RMSE for Neural Network: 423.0749609988394
MAE for Neural Network: 337.54024394849284
Training time for Neural Network: 0.3250889778137207 seconds
Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 0.549258007423239
MAE for Neural Network: 0.4534610935104623
Training time for Neural Network: 0.4045679569244385 seconds
Testing time for Neural Network: 0.0006101131439208984 seconds
RMSE for Neural Network: 0.2721292216890667
MAE for Neural Network: 0.2117035195284021
Training time for Neural Network: 0.35866689682006836 seconds
Testing time for Neural Network: 0.0005791187286376953 seconds
RMSE for Neural Network: 423.9069948661243
MAE for Neural Network: 338.58253640296755
Training time for Neural Network: 0.4203169345855713 seconds
Testing time for Neural Network: 0.0006041526794433594 seconds
RMSE for Neural Network: 0.39642771520535364
MAE for Neural Network: 0.3099621352749534
Training time for Neural Network: 0.3361971378326416 seconds
Testing time for Neural Network: 0.0005860328674316406 seconds
RMSE for Neural Network: 0.2509375920307545
MAE for Neural Network: 0.19934792767081802
Training time for Neural Network: 0.36017394065856934 seconds
Testing time for Neural Network: 0.0005831718444824219 seconds
RMSE for Neural Network: 423.1595296493188
MAE for Neural Network: 337.6462367533085
Training time for Neural Network: 0.36123204231262207 seconds
Testing time for Neural Network: 0.0005698204040527344 seconds
RMSE for Neural Network: 422.7668622874638
MAE for Neural Network: 337.15399079504596
Training time for Neural Network: 0.424771785736084 seconds
Testing time for Neural Network: 0.002042055130004883 seconds
RMSE for Neural Network: 423.1411729076136
MAE for Neural Network: 337.62323064367115
Training time for Neural Network: 0.4278872013092041 seconds
Testing time for Neural Network: 0.0006537437438964844 seconds
RMSE for Neural Network: 0.17643811346050634
MAE for Neural Network: 0.1346924767409568
Training time for Neural Network: 0.336536169052124 seconds
Testing time for Neural Network: 0.0006020069122314453 seconds
RMSE for Neural Network: 422.7486836918251
MAE for Neural Network: 337.1311958626927
Training time for Neural Network: 0.43589210510253906 seconds
Testing time for Neural Network: 0.0006120204925537109 seconds
RMSE for Neural Network: 424.169398016929
MAE for Neural Network: 338.91100878354837
Training time for Neural Network: 0.14319515228271484 seconds
Testing time for Neural Network: 0.0018727779388427734 seconds
RMSE for Neural Network: 423.449195335904
MAE for Neural Network: 338.0091932052486
Training time for Neural Network: 0.3335838317871094 seconds
Testing time for Neural Network: 0.0018723011016845703 seconds
RMSE for Neural Network: 1.999074651268682
MAE for Neural Network: 1.6668799492162703
Training time for Neural Network: 0.4779031276702881 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.09952201628609687
MAE for Neural Network: 0.08041289207192304
Training time for Neural Network: 0.3135809898376465 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 423.534976309987
MAE for Neural Network: 338.1166511997594
Training time for Neural Network: 0.28841280937194824 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 424.30837012556566
MAE for Neural Network: 339.08492537895654
Training time for Neural Network: 0.5020780563354492 seconds
Testing time for Neural Network: 0.0035037994384765625 seconds
RMSE for Neural Network: 0.27145480646332343
MAE for Neural Network: 0.20999084361643816
Training time for Neural Network: 0.16453313827514648 seconds
Testing time for Neural Network: 0.0005097389221191406 seconds
RMSE for Neural Network: 1.2488231050967127
MAE for Neural Network: 1.0692935915863568
Training time for Neural Network: 0.18545889854431152 seconds
Testing time for Neural Network: 0.0005297660827636719 seconds
RMSE for Neural Network: 423.05544762011306
MAE for Neural Network: 337.5157854407595
Training time for Neural Network: 0.1294851303100586 seconds
Testing time for Neural Network: 0.0005028247833251953 seconds
RMSE for Neural Network: 0.5802300248751998
MAE for Neural Network: 0.45248607804452107
Training time for Neural Network: 0.3534681797027588 seconds
Testing time for Neural Network: 0.0005719661712646484 seconds
RMSE for Neural Network: 424.18263842655847
MAE for Neural Network: 338.9275798797657
Training time for Neural Network: 0.3567841053009033 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 421.94707270346447
MAE for Neural Network: 336.1254614331698
Training time for Neural Network: 0.15655899047851562 seconds
Testing time for Neural Network: 0.00049591064453125 seconds
RMSE for Neural Network: 423.63272150190625
MAE for Neural Network: 338.2390816977692
Training time for Neural Network: 0.35077404975891113 seconds
Testing time for Neural Network: 0.000579833984375 seconds
RMSE for Neural Network: 423.2186162046875
MAE for Neural Network: 337.7202847962336
Training time for Neural Network: 0.46428704261779785 seconds
Testing time for Neural Network: 0.0018391609191894531 seconds
RMSE for Neural Network: 423.897858674229
MAE for Neural Network: 338.57109777598436
Training time for Neural Network: 0.14404082298278809 seconds
Testing time for Neural Network: 0.0006058216094970703 seconds
RMSE for Neural Network: 423.87721767076437
MAE for Neural Network: 338.5452544652591
Training time for Neural Network: 0.6950728893280029 seconds
Testing time for Neural Network: 0.0005900859832763672 seconds
RMSE for Neural Network: 0.7702549384944092
MAE for Neural Network: 0.6240629485797278
Training time for Neural Network: 0.6971912384033203 seconds
Testing time for Neural Network: 0.0010428428649902344 seconds
RMSE for Neural Network: 0.20313448505684942
MAE for Neural Network: 0.13211061781120223
Training time for Neural Network: 0.4942610263824463 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 422.1733079218715
MAE for Neural Network: 336.4094166077013
Training time for Neural Network: 0.4465470314025879 seconds
Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 422.05725330124284
MAE for Neural Network: 336.26376362139877
Training time for Neural Network: 0.6537110805511475 seconds
Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 423.1149935300185
MAE for Neural Network: 337.5904196071715
Training time for Neural Network: 0.7088577747344971 seconds
Testing time for Neural Network: 0.0009582042694091797 seconds
RMSE for Neural Network: 422.1117827752345
MAE for Neural Network: 336.33220306465637
Training time for Neural Network: 0.5008800029754639 seconds
Testing time for Neural Network: 0.0045108795166015625 seconds
RMSE for Neural Network: 422.9958006787325
MAE for Neural Network: 337.4410186276715
Training time for Neural Network: 0.6166410446166992 seconds
Testing time for Neural Network: 0.0007030963897705078 seconds
RMSE for Neural Network: 422.06880790026804
MAE for Neural Network: 336.2782661174996
Training time for Neural Network: 0.6393709182739258 seconds
Testing time for Neural Network: 0.009097814559936523 seconds
RMSE for Neural Network: 0.3475647221013925
MAE for Neural Network: 0.2803180370154115
Training time for Neural Network: 0.9418518543243408 seconds
Testing time for Neural Network: 0.0005853176116943359 seconds
RMSE for Neural Network: 0.25410630067092166
MAE for Neural Network: 0.20668172177921118
Training time for Neural Network: 0.46015286445617676 seconds
Testing time for Neural Network: 0.0037729740142822266 seconds
RMSE for Neural Network: 423.06523698155917
MAE for Neural Network: 337.5280557270778
Training time for Neural Network: 0.4773697853088379 seconds
Testing time for Neural Network: 0.0018491744995117188 seconds
RMSE for Neural Network: 0.5632960923441591
MAE for Neural Network: 0.44519519437523913
Training time for Neural Network: 0.4235250949859619 seconds
Testing time for Neural Network: 0.002460956573486328 seconds
RMSE for Neural Network: 423.5085614691374
MAE for Neural Network: 338.08356259702515
Training time for Neural Network: 0.42421674728393555 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 423.6749099272751
MAE for Neural Network: 338.29191974169765
Training time for Neural Network: 0.4939432144165039 seconds
Testing time for Neural Network: 0.0007617473602294922 seconds
RMSE for Neural Network: 421.7467329726783
MAE for Neural Network: 335.87393532956094
Training time for Neural Network: 0.5422348976135254 seconds
Testing time for Neural Network: 0.004770040512084961 seconds
RMSE for Neural Network: 0.39889630267684734
MAE for Neural Network: 0.31129319953116436
Training time for Neural Network: 0.44405508041381836 seconds
Testing time for Neural Network: 0.0005848407745361328 seconds
RMSE for Neural Network: 421.8731515735674
MAE for Neural Network: 336.0326616257007
Training time for Neural Network: 0.5025498867034912 seconds
Testing time for Neural Network: 0.0006852149963378906 seconds
RMSE for Neural Network: 422.2458439694063
MAE for Neural Network: 336.5004404307292
Training time for Neural Network: 0.48098301887512207 seconds
Testing time for Neural Network: 0.002447843551635742 seconds
RMSE for Neural Network: 422.24970051578833
MAE for Neural Network: 336.50527967078233
Training time for Neural Network: 0.8132400512695312 seconds
Testing time for Neural Network: 0.0016238689422607422 seconds
RMSE for Neural Network: 422.6816292995578
MAE for Neural Network: 337.04710858864723
Training time for Neural Network: 0.3760693073272705 seconds
Testing time for Neural Network: 0.0006086826324462891 seconds
RMSE for Neural Network: 0.7995724203593738
MAE for Neural Network: 0.6338609205010858
Training time for Neural Network: 0.48320794105529785 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 0.2966805464571483
MAE for Neural Network: 0.23369302641734507
Training time for Neural Network: 0.3798699378967285 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 423.70408589044683
MAE for Neural Network: 338.3284588397756
Training time for Neural Network: 0.3260002136230469 seconds
Testing time for Neural Network: 0.0005838871002197266 seconds
RMSE for Neural Network: 0.2294191949997007
MAE for Neural Network: 0.18686521890813412
Training time for Neural Network: 0.3776390552520752 seconds
Testing time for Neural Network: 0.0006821155548095703 seconds
RMSE for Neural Network: 0.3296915936428156
MAE for Neural Network: 0.25907464837755523
Training time for Neural Network: 0.380997896194458 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 423.0906760452889
MAE for Neural Network: 337.55994107283834
Training time for Neural Network: 0.41521477699279785 seconds
Testing time for Neural Network: 0.0005881786346435547 seconds
RMSE for Neural Network: 423.1527386481339
MAE for Neural Network: 337.63772580393675
Training time for Neural Network: 0.3974478244781494 seconds
Testing time for Neural Network: 0.0018000602722167969 seconds
RMSE for Neural Network: 422.6270376241675
MAE for Neural Network: 336.9786441180183
Training time for Neural Network: 0.1475071907043457 seconds
Testing time for Neural Network: 0.0005209445953369141 seconds
RMSE for Neural Network: 421.90448208386744
MAE for Neural Network: 336.0719947616804
Training time for Neural Network: 0.45535802841186523 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 421.92969620813795
MAE for Neural Network: 336.1036480059836
Training time for Neural Network: 0.3520228862762451 seconds
Testing time for Neural Network: 0.002318859100341797 seconds
RMSE for Neural Network: 0.38704388140885465
MAE for Neural Network: 0.2930517413558895
Training time for Neural Network: 0.3308827877044678 seconds
Testing time for Neural Network: 0.0007500648498535156 seconds
RMSE for Neural Network: 423.146563366654
MAE for Neural Network: 337.6299864491427
Training time for Neural Network: 0.409527063369751 seconds
Testing time for Neural Network: 0.0006198883056640625 seconds
RMSE for Neural Network: 421.84808544016244
MAE for Neural Network: 336.0011917392096
Training time for Neural Network: 0.35861682891845703 seconds
Testing time for Neural Network: 0.00072479248046875 seconds
RMSE for Neural Network: 424.16068832264557
MAE for Neural Network: 338.90010796542833
Training time for Neural Network: 0.4280109405517578 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 0.2731534413256892
MAE for Neural Network: 0.21162910575994268
Training time for Neural Network: 0.3347499370574951 seconds
Testing time for Neural Network: 0.0006101131439208984 seconds
RMSE for Neural Network: 423.51000769404385
MAE for Neural Network: 338.08537424391426
Training time for Neural Network: 0.4625968933105469 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 421.88942484943533
MAE for Neural Network: 336.0530917287116
Training time for Neural Network: 0.30963897705078125 seconds
Testing time for Neural Network: 0.0005879402160644531 seconds
RMSE for Neural Network: 422.6773737088077
MAE for Neural Network: 337.0417717524248
Training time for Neural Network: 0.42047882080078125 seconds
Testing time for Neural Network: 0.0007350444793701172 seconds
RMSE for Neural Network: 423.4361137266242
MAE for Neural Network: 337.9928047585409
Training time for Neural Network: 0.3383669853210449 seconds
Testing time for Neural Network: 0.0013921260833740234 seconds
RMSE for Neural Network: 423.32526182685353
MAE for Neural Network: 337.8539195590493
Training time for Neural Network: 0.5572900772094727 seconds
Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 0.3318390299345283
MAE for Neural Network: 0.2703980978852379
Training time for Neural Network: 0.3247389793395996 seconds
Testing time for Neural Network: 0.001990795135498047 seconds
RMSE for Neural Network: 422.0269991978232
MAE for Neural Network: 336.22578977906795
Training time for Neural Network: 0.35277605056762695 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 422.4088394201669
MAE for Neural Network: 336.70494692078836
Training time for Neural Network: 0.36150407791137695 seconds
Testing time for Neural Network: 0.003131866455078125 seconds
RMSE for Neural Network: 424.28740372897346
MAE for Neural Network: 339.058689055024
Training time for Neural Network: 0.38655686378479004 seconds
Testing time for Neural Network: 0.0005948543548583984 seconds
RMSE for Neural Network: 423.8337897456581
MAE for Neural Network: 338.4908787409274
Training time for Neural Network: 0.14524102210998535 seconds
Testing time for Neural Network: 0.00045609474182128906 seconds
RMSE for Neural Network: 34.44956236824121
MAE for Neural Network: 26.919929864864613
Training time for Neural Network: 0.9730970859527588 seconds
Testing time for Neural Network: 0.0021278858184814453 seconds
RMSE for Neural Network: 0.572392254514836
MAE for Neural Network: 0.4536526224798037
Training time for Neural Network: 0.454617977142334 seconds
Testing time for Neural Network: 0.0006229877471923828 seconds
RMSE for Neural Network: 422.40811760072904
MAE for Neural Network: 336.7040413710976
Training time for Neural Network: 0.4722590446472168 seconds
Testing time for Neural Network: 0.0007648468017578125 seconds
RMSE for Neural Network: 422.8193086644067
MAE for Neural Network: 337.2197524465098
Training time for Neural Network: 0.37676477432250977 seconds
Testing time for Neural Network: 0.0006611347198486328 seconds
RMSE for Neural Network: 423.3683659144979
MAE for Neural Network: 337.90792668676875
Training time for Neural Network: 0.40625786781311035 seconds
Testing time for Neural Network: 0.0020821094512939453 seconds
RMSE for Neural Network: 0.4286021384526123
MAE for Neural Network: 0.329393192382049
Training time for Neural Network: 0.4767799377441406 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 422.9914291182585
MAE for Neural Network: 337.43553868575435
Training time for Neural Network: 0.30501389503479004 seconds
Testing time for Neural Network: 0.000579833984375 seconds
RMSE for Neural Network: 421.94146453558375
MAE for Neural Network: 336.11842132657927
Training time for Neural Network: 0.47028207778930664 seconds
Testing time for Neural Network: 0.0015139579772949219 seconds
RMSE for Neural Network: 62.63019360965311
MAE for Neural Network: 44.75770956103533
Training time for Neural Network: 0.4415128231048584 seconds
Testing time for Neural Network: 0.00150299072265625 seconds
RMSE for Neural Network: 0.19235853571535394
MAE for Neural Network: 0.15222865910598327
Training time for Neural Network: 0.42336106300354004 seconds
Testing time for Neural Network: 0.0006678104400634766 seconds
RMSE for Neural Network: 423.5994669267635
MAE for Neural Network: 338.19743056575214
Training time for Neural Network: 0.27851009368896484 seconds
Testing time for Neural Network: 0.0005528926849365234 seconds
RMSE for Neural Network: 424.19937422916587
MAE for Neural Network: 338.9485252321574
Training time for Neural Network: 0.37363505363464355 seconds
Testing time for Neural Network: 0.0006299018859863281 seconds
RMSE for Neural Network: 422.05648094680583
MAE for Neural Network: 336.26279420988584
Training time for Neural Network: 0.4608309268951416 seconds
Testing time for Neural Network: 0.0026361942291259766 seconds
RMSE for Neural Network: 422.9276078401074
MAE for Neural Network: 337.3555322415718
Training time for Neural Network: 0.40605688095092773 seconds
Testing time for Neural Network: 0.0005729198455810547 seconds
RMSE for Neural Network: 0.8858383562159192
MAE for Neural Network: 0.7204986167883074
Training time for Neural Network: 0.3755040168762207 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 424.1014452508169
MAE for Neural Network: 338.82595757183395
Training time for Neural Network: 0.2922549247741699 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 423.83381696210296
MAE for Neural Network: 338.49091281939
Training time for Neural Network: 0.39202284812927246 seconds
Testing time for Neural Network: 0.001291036605834961 seconds
RMSE for Neural Network: 14.449071076816551
MAE for Neural Network: 12.181028001566256
Training time for Neural Network: 0.3588118553161621 seconds
Testing time for Neural Network: 0.0005803108215332031 seconds
RMSE for Neural Network: 424.18362946951106
MAE for Neural Network: 338.92882021239507
Training time for Neural Network: 0.11390995979309082 seconds
Testing time for Neural Network: 0.001188039779663086 seconds
RMSE for Neural Network: 2.299568635809462
MAE for Neural Network: 1.5907135296644908
Training time for Neural Network: 0.38428592681884766 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 0.300628585572377
MAE for Neural Network: 0.2448830406745975
Training time for Neural Network: 0.5264878273010254 seconds
Testing time for Neural Network: 0.0021631717681884766 seconds
RMSE for Neural Network: 1.255440591382795
MAE for Neural Network: 1.032479885120603
Training time for Neural Network: 0.3257138729095459 seconds
Testing time for Neural Network: 0.0005953311920166016 seconds
RMSE for Neural Network: 12.61227664829617
MAE for Neural Network: 11.034090346028988
Training time for Neural Network: 0.34579896926879883 seconds
Testing time for Neural Network: 0.0007658004760742188 seconds
RMSE for Neural Network: 14.277828192963314
MAE for Neural Network: 11.85135092238319
Training time for Neural Network: 0.317091703414917 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 423.4565034359632
MAE for Neural Network: 338.01834855943906
Training time for Neural Network: 0.3063662052154541 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 0.5741741674100608
MAE for Neural Network: 0.45524320657013706
Training time for Neural Network: 0.40230488777160645 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 424.09139414591823
MAE for Neural Network: 338.81337672716984
Training time for Neural Network: 0.4678049087524414 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 424.20690853435553
MAE for Neural Network: 338.95795448538104
Training time for Neural Network: 0.39583420753479004 seconds
Testing time for Neural Network: 0.0005717277526855469 seconds
RMSE for Neural Network: 421.99212870634375
MAE for Neural Network: 336.1820196720073
Training time for Neural Network: 0.32677412033081055 seconds
Testing time for Neural Network: 0.000598907470703125 seconds
RMSE for Neural Network: 0.550682571217368
MAE for Neural Network: 0.4395827330402514
Training time for Neural Network: 0.4076039791107178 seconds
Testing time for Neural Network: 0.0006022453308105469 seconds
RMSE for Neural Network: 424.34209396587016
MAE for Neural Network: 339.12712420562565
Training time for Neural Network: 0.36812686920166016 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 422.18561646084635
MAE for Neural Network: 336.4248629442589
Training time for Neural Network: 0.4179360866546631 seconds
Testing time for Neural Network: 0.0006725788116455078 seconds
RMSE for Neural Network: 422.6229246788487
MAE for Neural Network: 336.97348578893025
Training time for Neural Network: 0.43665099143981934 seconds
Testing time for Neural Network: 0.0006251335144042969 seconds
RMSE for Neural Network: 2.111189814223853
MAE for Neural Network: 1.882817627199081
Training time for Neural Network: 0.3423779010772705 seconds
Testing time for Neural Network: 0.002496957778930664 seconds
RMSE for Neural Network: 422.3359778563063
MAE for Neural Network: 336.61353486228234
Training time for Neural Network: 0.3147416114807129 seconds
Testing time for Neural Network: 0.0005888938903808594 seconds
RMSE for Neural Network: 423.693660347608
MAE for Neural Network: 338.31540236795706
Training time for Neural Network: 0.4191930294036865 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 0.8564681318289833
MAE for Neural Network: 0.6912621878225889
Training time for Neural Network: 0.29735302925109863 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 1.3572487637598398
MAE for Neural Network: 1.1077469808858809
Training time for Neural Network: 0.26987314224243164 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 11.488565464354732
MAE for Neural Network: 9.664127916196506
Training time for Neural Network: 0.36110520362854004 seconds
Testing time for Neural Network: 0.0005853176116943359 seconds
RMSE for Neural Network: 421.6473468546553
MAE for Neural Network: 335.74913070655674
Training time for Neural Network: 0.33431100845336914 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
RMSE for Neural Network: 421.9916951669507
MAE for Neural Network: 336.18147547197657
Training time for Neural Network: 0.34485912322998047 seconds
Testing time for Neural Network: 0.0005578994750976562 seconds
RMSE for Neural Network: 0.3669375828614503
MAE for Neural Network: 0.2888643358480847
Training time for Neural Network: 1.0063421726226807 seconds
Testing time for Neural Network: 0.0007848739624023438 seconds
RMSE for Neural Network: 6.106430592616319
MAE for Neural Network: 5.022377230225519
Training time for Neural Network: 0.4435272216796875 seconds
Testing time for Neural Network: 0.0006477832794189453 seconds
RMSE for Neural Network: 2.886378553903752
MAE for Neural Network: 2.2149658743975444
Training time for Neural Network: 0.18080997467041016 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
RMSE for Neural Network: 0.5284368885758076
MAE for Neural Network: 0.3901679997538581
Training time for Neural Network: 0.4204380512237549 seconds
Testing time for Neural Network: 0.000640869140625 seconds
RMSE for Neural Network: 423.30516906276273
MAE for Neural Network: 337.828743324029
Training time for Neural Network: 0.4001898765563965 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 422.057026547914
MAE for Neural Network: 336.2634790147529
Training time for Neural Network: 0.4564208984375 seconds
Testing time for Neural Network: 0.0028831958770751953 seconds
RMSE for Neural Network: 421.98540800473313
MAE for Neural Network: 336.1735834796655
Training time for Neural Network: 0.3935837745666504 seconds
Testing time for Neural Network: 0.0005881786346435547 seconds
RMSE for Neural Network: 422.30062646203794
MAE for Neural Network: 336.5691797697291
Training time for Neural Network: 0.4463212490081787 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 423.5376354618174
MAE for Neural Network: 338.1199821265017
Training time for Neural Network: 0.7035939693450928 seconds
Testing time for Neural Network: 0.0034689903259277344 seconds
RMSE for Neural Network: 422.499486520624
MAE for Neural Network: 336.8186600692269
Training time for Neural Network: 0.3750121593475342 seconds
Testing time for Neural Network: 0.0006449222564697266 seconds
RMSE for Neural Network: 422.7178325652312
MAE for Neural Network: 337.0925090079656
Training time for Neural Network: 0.34757018089294434 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 3.480388169689659
MAE for Neural Network: 3.0803213506415377
Training time for Neural Network: 0.39073681831359863 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 0.38561839185382535
MAE for Neural Network: 0.2837804965643689
Training time for Neural Network: 0.2918980121612549 seconds
Testing time for Neural Network: 0.0012509822845458984 seconds
RMSE for Neural Network: 0.7258524193981393
MAE for Neural Network: 0.5759448696888363
Training time for Neural Network: 0.4345390796661377 seconds
Testing time for Neural Network: 0.0008523464202880859 seconds
RMSE for Neural Network: 423.7413516849077
MAE for Neural Network: 338.3751273193572
Training time for Neural Network: 0.34445786476135254 seconds
Testing time for Neural Network: 0.001241922378540039 seconds
RMSE for Neural Network: 423.77406265027537
MAE for Neural Network: 338.41608980034914
Training time for Neural Network: 0.3849911689758301 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 421.9151539902192
MAE for Neural Network: 336.0853921657841
Training time for Neural Network: 0.39658284187316895 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 0.37017008495149567
MAE for Neural Network: 0.2960363996314203
Training time for Neural Network: 0.3692150115966797 seconds
Testing time for Neural Network: 0.0006010532379150391 seconds
RMSE for Neural Network: 422.7999502478974
MAE for Neural Network: 337.19547978919144
Training time for Neural Network: 0.3674931526184082 seconds
Testing time for Neural Network: 0.0006029605865478516 seconds
RMSE for Neural Network: 0.36322635058525393
MAE for Neural Network: 0.27652412669222676
Training time for Neural Network: 0.3694031238555908 seconds
Testing time for Neural Network: 0.0011668205261230469 seconds
RMSE for Neural Network: 0.33035781626132893
MAE for Neural Network: 0.24841611678917758
Training time for Neural Network: 0.1920008659362793 seconds
Testing time for Neural Network: 0.0004782676696777344 seconds
RMSE for Neural Network: 423.80353321538
MAE for Neural Network: 338.4529929347328
Training time for Neural Network: 0.3593411445617676 seconds
Testing time for Neural Network: 0.0007710456848144531 seconds
RMSE for Neural Network: 0.35768212938998767
MAE for Neural Network: 0.28942049440034495
Training time for Neural Network: 0.36577916145324707 seconds
Testing time for Neural Network: 0.0005898475646972656 seconds
RMSE for Neural Network: 0.7254751688645285
MAE for Neural Network: 0.42333932394453916
Training time for Neural Network: 0.4319479465484619 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 422.24741125886993
MAE for Neural Network: 336.50240708716444
Training time for Neural Network: 0.35326695442199707 seconds
Testing time for Neural Network: 0.0005869865417480469 seconds
RMSE for Neural Network: 422.1683499242961
MAE for Neural Network: 336.40319460201533
Training time for Neural Network: 0.3527040481567383 seconds
Testing time for Neural Network: 0.0005967617034912109 seconds
RMSE for Neural Network: 423.1710179889573
MAE for Neural Network: 337.66063455257705
Training time for Neural Network: 0.3804910182952881 seconds
Testing time for Neural Network: 0.0006091594696044922 seconds
RMSE for Neural Network: 422.6190010388467
MAE for Neural Network: 336.9685648539211
Training time for Neural Network: 0.37035202980041504 seconds
Testing time for Neural Network: 0.0006060600280761719 seconds
RMSE for Neural Network: 423.2409127340143
MAE for Neural Network: 337.74822556537583
Training time for Neural Network: 0.2788102626800537 seconds
Testing time for Neural Network: 0.0005788803100585938 seconds
RMSE for Neural Network: 423.4639299374583
MAE for Neural Network: 338.0276521509966
Training time for Neural Network: 0.11864614486694336 seconds
Testing time for Neural Network: 0.00045800209045410156 seconds
RMSE for Neural Network: 1.0337957779012892
MAE for Neural Network: 0.8431851567905599
Training time for Neural Network: 0.3613700866699219 seconds
Testing time for Neural Network: 0.0011987686157226562 seconds
RMSE for Neural Network: 424.1846322334497
MAE for Neural Network: 338.930075212669
Training time for Neural Network: 0.3065321445465088 seconds
Testing time for Neural Network: 0.0006048679351806641 seconds
RMSE for Neural Network: 1.2003099452807056
MAE for Neural Network: 0.9521905802397513
Training time for Neural Network: 0.37685513496398926 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 423.9172613800408
MAE for Neural Network: 338.59539004037316
Training time for Neural Network: 0.3915410041809082 seconds
Testing time for Neural Network: 0.0020210742950439453 seconds
RMSE for Neural Network: 422.421877951314
MAE for Neural Network: 336.721304096657
Training time for Neural Network: 0.5342729091644287 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 0.5330202020701221
MAE for Neural Network: 0.4299168850982201
Training time for Neural Network: 0.45476198196411133 seconds
Testing time for Neural Network: 0.0019469261169433594 seconds
RMSE for Neural Network: 0.252224543329463
MAE for Neural Network: 0.20502773815787684
Training time for Neural Network: 0.288205623626709 seconds
Testing time for Neural Network: 0.0005562305450439453 seconds
RMSE for Neural Network: 423.21160502910624
MAE for Neural Network: 337.7114986078366
Training time for Neural Network: 0.22881007194519043 seconds
Testing time for Neural Network: 0.0005130767822265625 seconds
RMSE for Neural Network: 422.9062942323636
MAE for Neural Network: 337.3288119357566
Training time for Neural Network: 0.44651079177856445 seconds
Testing time for Neural Network: 0.000766754150390625 seconds
RMSE for Neural Network: 0.7568919136175998
MAE for Neural Network: 0.6023657857727776
Training time for Neural Network: 0.35062408447265625 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
RMSE for Neural Network: 0.5350295192880559
MAE for Neural Network: 0.4283813386382688
Training time for Neural Network: 0.2980661392211914 seconds
Testing time for Neural Network: 0.000579833984375 seconds
RMSE for Neural Network: 422.61443174268936
MAE for Neural Network: 336.9628341194839
Training time for Neural Network: 0.29715991020202637 seconds
Testing time for Neural Network: 0.000591278076171875 seconds
RMSE for Neural Network: 0.5330283391362012
MAE for Neural Network: 0.42462273148719265
Training time for Neural Network: 0.9541769027709961 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 0.4124477230622052
MAE for Neural Network: 0.33531381664663795
Training time for Neural Network: 0.3719522953033447 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 422.6558784504758
MAE for Neural Network: 337.01481458443624
Training time for Neural Network: 0.3649756908416748 seconds
Testing time for Neural Network: 0.0005953311920166016 seconds
RMSE for Neural Network: 423.96935947170175
MAE for Neural Network: 338.6606139359633
Training time for Neural Network: 0.46013474464416504 seconds
Testing time for Neural Network: 0.0006222724914550781 seconds
RMSE for Neural Network: 423.4815329381724
MAE for Neural Network: 338.0497040381826
Training time for Neural Network: 0.3884592056274414 seconds
Testing time for Neural Network: 0.0005910396575927734 seconds
RMSE for Neural Network: 423.4237737510614
MAE for Neural Network: 337.9773451553056
Training time for Neural Network: 0.1278979778289795 seconds
Testing time for Neural Network: 0.00043201446533203125 seconds
RMSE for Neural Network: 422.96712664144115
MAE for Neural Network: 337.40507387998105
Training time for Neural Network: 0.28241896629333496 seconds
Testing time for Neural Network: 0.0018842220306396484 seconds
RMSE for Neural Network: 423.67654812704865
MAE for Neural Network: 338.2939714116848
Training time for Neural Network: 0.339569091796875 seconds
Testing time for Neural Network: 0.0009930133819580078 seconds
RMSE for Neural Network: 422.82133370040236
MAE for Neural Network: 337.22229151232807
Training time for Neural Network: 0.2678539752960205 seconds
Testing time for Neural Network: 0.0007548332214355469 seconds
RMSE for Neural Network: 0.5720704666791661
MAE for Neural Network: 0.4597534968493375
Training time for Neural Network: 0.37447619438171387 seconds
Testing time for Neural Network: 0.00084686279296875 seconds
RMSE for Neural Network: 422.43526665599427
MAE for Neural Network: 336.73810027283747
Training time for Neural Network: 0.40499210357666016 seconds
Testing time for Neural Network: 0.0006258487701416016 seconds
RMSE for Neural Network: 0.31346389032020666
MAE for Neural Network: 0.24832573828770832
Training time for Neural Network: 0.3563230037689209 seconds
Testing time for Neural Network: 0.00057220458984375 seconds
RMSE for Neural Network: 423.4129374122378
MAE for Neural Network: 337.96376910653925
Training time for Neural Network: 0.410999059677124 seconds
Testing time for Neural Network: 0.0006058216094970703 seconds
RMSE for Neural Network: 423.6693415143592
MAE for Neural Network: 338.2849458664238
Training time for Neural Network: 0.3654520511627197 seconds
Testing time for Neural Network: 0.0005948543548583984 seconds
RMSE for Neural Network: 0.27625229473490626
MAE for Neural Network: 0.22247088909705048
Training time for Neural Network: 0.33624696731567383 seconds
Testing time for Neural Network: 0.003945112228393555 seconds
RMSE for Neural Network: 14.2014310334559
MAE for Neural Network: 11.6329253524818
Training time for Neural Network: 0.48610687255859375 seconds
Testing time for Neural Network: 0.0007936954498291016 seconds
RMSE for Neural Network: 423.9542658541527
MAE for Neural Network: 338.6417180392459
Training time for Neural Network: 0.3338141441345215 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 0.35997727065920593
MAE for Neural Network: 0.2956007095750749
Training time for Neural Network: 0.15783286094665527 seconds
Testing time for Neural Network: 0.0004961490631103516 seconds
RMSE for Neural Network: 423.03473518131096
MAE for Neural Network: 337.489823299252
Training time for Neural Network: 0.3370201587677002 seconds
Testing time for Neural Network: 0.0022509098052978516 seconds
RMSE for Neural Network: 422.5353731753572
MAE for Neural Network: 336.8636745704067
Training time for Neural Network: 0.4142310619354248 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 424.3840410569043
MAE for Neural Network: 339.1796101837886
Training time for Neural Network: 0.3511180877685547 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 0.44482317738269506
MAE for Neural Network: 0.36496379115287014
Training time for Neural Network: 0.4476451873779297 seconds
Testing time for Neural Network: 0.0006501674652099609 seconds
RMSE for Neural Network: 423.1510165984051
MAE for Neural Network: 337.6355676004858
Training time for Neural Network: 0.4318969249725342 seconds
Testing time for Neural Network: 0.001638174057006836 seconds
RMSE for Neural Network: 422.20733931303425
MAE for Neural Network: 336.45212293940153
Training time for Neural Network: 0.45033788681030273 seconds
Testing time for Neural Network: 0.0006330013275146484 seconds
RMSE for Neural Network: 423.6661717817428
MAE for Neural Network: 338.28097607290255
Training time for Neural Network: 0.4293332099914551 seconds
Testing time for Neural Network: 0.0006268024444580078 seconds
RMSE for Neural Network: 421.82016595321846
MAE for Neural Network: 335.9661382720576
Training time for Neural Network: 0.3505861759185791 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 0.7385143196814241
MAE for Neural Network: 0.5823237664563234
Training time for Neural Network: 0.41170287132263184 seconds
Testing time for Neural Network: 0.0014297962188720703 seconds
RMSE for Neural Network: 0.41060144526214737
MAE for Neural Network: 0.32980869403017693
Training time for Neural Network: 0.31969189643859863 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 423.9043409797063
MAE for Neural Network: 338.57921371826365
Training time for Neural Network: 0.32297778129577637 seconds
Testing time for Neural Network: 0.0005931854248046875 seconds
RMSE for Neural Network: 0.23338684600582596
MAE for Neural Network: 0.17872575868256338
Training time for Neural Network: 0.162139892578125 seconds
Testing time for Neural Network: 0.0004367828369140625 seconds
RMSE for Neural Network: 422.1145814083947
MAE for Neural Network: 336.3357154662924
Training time for Neural Network: 0.4181380271911621 seconds
Testing time for Neural Network: 0.0012619495391845703 seconds
RMSE for Neural Network: 422.5480521217767
MAE for Neural Network: 336.8795779095941
Training time for Neural Network: 0.410506010055542 seconds
Testing time for Neural Network: 0.0008308887481689453 seconds
RMSE for Neural Network: 423.7129596738024
MAE for Neural Network: 338.33957181531673
Training time for Neural Network: 0.3138270378112793 seconds
Testing time for Neural Network: 0.0005888938903808594 seconds
RMSE for Neural Network: 423.502433670342
MAE for Neural Network: 338.0758864298679
Training time for Neural Network: 0.4028630256652832 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 422.47680298500126
MAE for Neural Network: 336.79020579741643
Training time for Neural Network: 0.5023586750030518 seconds
Testing time for Neural Network: 0.0018570423126220703 seconds
RMSE for Neural Network: 0.17934115509152596
MAE for Neural Network: 0.13838924248847256
Training time for Neural Network: 0.32205677032470703 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 0.9579820136959128
MAE for Neural Network: 0.7936880693434185
Training time for Neural Network: 0.3094520568847656 seconds
Testing time for Neural Network: 0.002713918685913086 seconds
RMSE for Neural Network: 423.63664838672
MAE for Neural Network: 338.2439999718724
Training time for Neural Network: 0.43742823600769043 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 0.14554191012301415
MAE for Neural Network: 0.1142587621516164
Training time for Neural Network: 0.42274928092956543 seconds
Testing time for Neural Network: 0.0009708404541015625 seconds
RMSE for Neural Network: 0.1774606329936361
MAE for Neural Network: 0.14178332485684822
Training time for Neural Network: 0.4031670093536377 seconds
Testing time for Neural Network: 0.002168893814086914 seconds
RMSE for Neural Network: 16.964972191720634
MAE for Neural Network: 14.352953312308259
Training time for Neural Network: 0.340954065322876 seconds
Testing time for Neural Network: 0.0022830963134765625 seconds
RMSE for Neural Network: 0.42474101030657957
MAE for Neural Network: 0.3331240517904016
Training time for Neural Network: 0.3948218822479248 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 422.23580869499926
MAE for Neural Network: 336.48784793058803
Training time for Neural Network: 0.923292875289917 seconds
Testing time for Neural Network: 0.0005829334259033203 seconds
RMSE for Neural Network: 0.560706190780323
MAE for Neural Network: 0.4543278592503489
Training time for Neural Network: 0.41604089736938477 seconds
Testing time for Neural Network: 0.0005860328674316406 seconds
RMSE for Neural Network: 0.7774221009180159
MAE for Neural Network: 0.6530745218926236
Training time for Neural Network: 0.8301112651824951 seconds
Testing time for Neural Network: 0.0006821155548095703 seconds
RMSE for Neural Network: 423.4455184967295
MAE for Neural Network: 338.00458694461923
Training time for Neural Network: 0.3471090793609619 seconds
Testing time for Neural Network: 0.0005838871002197266 seconds
RMSE for Neural Network: 11.38268875800412
MAE for Neural Network: 9.080032273992197
Training time for Neural Network: 0.16547608375549316 seconds
Testing time for Neural Network: 0.0008869171142578125 seconds
RMSE for Neural Network: 423.2192051318867
MAE for Neural Network: 337.7210228178052
Training time for Neural Network: 0.3183259963989258 seconds
Testing time for Neural Network: 0.0006091594696044922 seconds
RMSE for Neural Network: 423.91299833513614
MAE for Neural Network: 338.59005274538663
Training time for Neural Network: 0.3571181297302246 seconds
Testing time for Neural Network: 0.0006058216094970703 seconds
RMSE for Neural Network: 0.6655237702458418
MAE for Neural Network: 0.5139452252361489
Training time for Neural Network: 0.3425159454345703 seconds
Testing time for Neural Network: 0.0005831718444824219 seconds
RMSE for Neural Network: 423.52099458413693
MAE for Neural Network: 338.0991371094801
Training time for Neural Network: 0.39709997177124023 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 1.15341664682416
MAE for Neural Network: 0.9725202273688032
Training time for Neural Network: 0.39196324348449707 seconds
Testing time for Neural Network: 0.002474069595336914 seconds
RMSE for Neural Network: 424.3232964095439
MAE for Neural Network: 339.10360295417115
Training time for Neural Network: 0.4857909679412842 seconds
Testing time for Neural Network: 0.004026889801025391 seconds
RMSE for Neural Network: 423.6557274846898
MAE for Neural Network: 338.26789544859304
Training time for Neural Network: 0.32461023330688477 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 423.1874264532512
MAE for Neural Network: 337.6811981274119
Training time for Neural Network: 0.4344899654388428 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 0.30508496359560067
MAE for Neural Network: 0.2500354205619416
Training time for Neural Network: 0.4196741580963135 seconds
Testing time for Neural Network: 0.000591278076171875 seconds
RMSE for Neural Network: 0.26914506023705537
MAE for Neural Network: 0.23920447625355495
Training time for Neural Network: 0.39861297607421875 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 423.2509695246409
MAE for Neural Network: 337.7608279007307
Training time for Neural Network: 0.3860909938812256 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 423.80055643023917
MAE for Neural Network: 338.44926546118967
Training time for Neural Network: 0.43456101417541504 seconds
Testing time for Neural Network: 0.0006022453308105469 seconds
RMSE for Neural Network: 423.2538877968197
MAE for Neural Network: 337.76448480525795
Training time for Neural Network: 0.42757081985473633 seconds
Testing time for Neural Network: 0.0006649494171142578 seconds
RMSE for Neural Network: 0.4475812937030229
MAE for Neural Network: 0.35827265788534474
Training time for Neural Network: 0.4240109920501709 seconds
Testing time for Neural Network: 0.0006740093231201172 seconds
RMSE for Neural Network: 0.7002365895285437
MAE for Neural Network: 0.5447733774600302
Training time for Neural Network: 0.3554987907409668 seconds
Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 423.4312811453129
MAE for Neural Network: 337.98675049918677
Training time for Neural Network: 0.3326740264892578 seconds
Testing time for Neural Network: 0.0005650520324707031 seconds
RMSE for Neural Network: 0.26330034492752696
MAE for Neural Network: 0.20373694591701386
Training time for Neural Network: 0.3881373405456543 seconds
Testing time for Neural Network: 0.00066375732421875 seconds
RMSE for Neural Network: 10.822390170536996
MAE for Neural Network: 9.031274431070877
Training time for Neural Network: 0.3990020751953125 seconds
Testing time for Neural Network: 0.00063323974609375 seconds
RMSE for Neural Network: 422.81528254772996
MAE for Neural Network: 337.2147043302757
Training time for Neural Network: 0.34083008766174316 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 0.2606293275768224
MAE for Neural Network: 0.21181601960299176
Training time for Neural Network: 0.38514208793640137 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 424.39467874148534
MAE for Neural Network: 339.19292003921174
Training time for Neural Network: 0.27668190002441406 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 421.67259903052934
MAE for Neural Network: 335.7808428630199
Training time for Neural Network: 0.4100039005279541 seconds
Testing time for Neural Network: 0.0006277561187744141 seconds
RMSE for Neural Network: 423.656736737425
MAE for Neural Network: 338.2691594627603
Training time for Neural Network: 0.35358405113220215 seconds
Testing time for Neural Network: 0.001299142837524414 seconds
RMSE for Neural Network: 422.5321668516019
MAE for Neural Network: 336.8596528006115
Training time for Neural Network: 0.4152491092681885 seconds
Testing time for Neural Network: 0.0013058185577392578 seconds
RMSE for Neural Network: 0.3507417998105047
MAE for Neural Network: 0.2698013292258433
Training time for Neural Network: 0.4980428218841553 seconds
Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 423.5119520628321
MAE for Neural Network: 338.0878098966438
Training time for Neural Network: 0.41825103759765625 seconds
Testing time for Neural Network: 0.0014557838439941406 seconds
RMSE for Neural Network: 424.2849045929905
MAE for Neural Network: 339.05556170946613
Training time for Neural Network: 0.4385828971862793 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 0.21088340874320738
MAE for Neural Network: 0.1700135777671942
Training time for Neural Network: 0.3583049774169922 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 423.12858374783536
MAE for Neural Network: 337.6074525911527
Training time for Neural Network: 0.4430058002471924 seconds
Testing time for Neural Network: 0.003582000732421875 seconds
RMSE for Neural Network: 0.191602119740636
MAE for Neural Network: 0.15532044686892166
Training time for Neural Network: 0.44765210151672363 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 423.0432401089754
MAE for Neural Network: 337.5004839441549
Training time for Neural Network: 0.3728790283203125 seconds
Testing time for Neural Network: 0.0007550716400146484 seconds
RMSE for Neural Network: 424.3087594457736
MAE for Neural Network: 339.0854125482986
Training time for Neural Network: 0.4244201183319092 seconds
Testing time for Neural Network: 0.0015769004821777344 seconds
RMSE for Neural Network: 423.6862225024041
MAE for Neural Network: 338.30608744005076
Training time for Neural Network: 0.33529186248779297 seconds
Testing time for Neural Network: 0.0006122589111328125 seconds
RMSE for Neural Network: 0.42655380640944834
MAE for Neural Network: 0.3410322057290216
Training time for Neural Network: 0.8942692279815674 seconds
Testing time for Neural Network: 0.002530813217163086 seconds
RMSE for Neural Network: 0.4560820575997918
MAE for Neural Network: 0.3690580902986971
Training time for Neural Network: 0.6027860641479492 seconds
Testing time for Neural Network: 0.0014781951904296875 seconds
RMSE for Neural Network: 423.88872867599633
MAE for Neural Network: 338.5596667637641
Training time for Neural Network: 0.31276702880859375 seconds
Testing time for Neural Network: 0.0005881786346435547 seconds
RMSE for Neural Network: 423.5138928871138
MAE for Neural Network: 338.0902411029284
Training time for Neural Network: 0.46082091331481934 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
RMSE for Neural Network: 0.822954316181731
MAE for Neural Network: 0.6994645578171181
Training time for Neural Network: 0.3660261631011963 seconds
Testing time for Neural Network: 0.0006859302520751953 seconds
RMSE for Neural Network: 422.37514719987826
MAE for Neural Network: 336.66267781379827
Training time for Neural Network: 0.30040717124938965 seconds
Testing time for Neural Network: 0.000576019287109375 seconds
RMSE for Neural Network: 424.276750617037
MAE for Neural Network: 339.04535799032834
Training time for Neural Network: 0.4847280979156494 seconds
Testing time for Neural Network: 0.0007138252258300781 seconds
RMSE for Neural Network: 0.33271458263079534
MAE for Neural Network: 0.2605314111230067
Training time for Neural Network: 0.35181093215942383 seconds
Testing time for Neural Network: 0.0006048679351806641 seconds
RMSE for Neural Network: 422.35907170961985
MAE for Neural Network: 336.6425093716632
Training time for Neural Network: 0.30785703659057617 seconds
Testing time for Neural Network: 0.0005629062652587891 seconds
RMSE for Neural Network: 1.0625632375149716
MAE for Neural Network: 0.8672714099360884
Training time for Neural Network: 0.3182711601257324 seconds
Testing time for Neural Network: 0.0005910396575927734 seconds
RMSE for Neural Network: 1.4800197245670683
MAE for Neural Network: 1.236672102438012
Training time for Neural Network: 0.3459336757659912 seconds
Testing time for Neural Network: 0.0006022453308105469 seconds
RMSE for Neural Network: 423.19281113366543
MAE for Neural Network: 337.6879462697073
Training time for Neural Network: 0.2948458194732666 seconds
Testing time for Neural Network: 0.0010380744934082031 seconds
RMSE for Neural Network: 423.66623245550204
MAE for Neural Network: 338.28105206126764
Training time for Neural Network: 0.3898780345916748 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 422.22772617452995
MAE for Neural Network: 336.477705667333
Training time for Neural Network: 0.3957703113555908 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 423.3162639379423
MAE for Neural Network: 337.8426452877378
Training time for Neural Network: 0.4606208801269531 seconds
Testing time for Neural Network: 0.0006392002105712891 seconds
RMSE for Neural Network: 422.2659169234998
MAE for Neural Network: 336.52562793327127
Training time for Neural Network: 0.19969511032104492 seconds
Testing time for Neural Network: 0.0014190673828125 seconds
RMSE for Neural Network: 423.27333073697434
MAE for Neural Network: 337.78884850422554
Training time for Neural Network: 0.2949390411376953 seconds
Testing time for Neural Network: 0.0006089210510253906 seconds
RMSE for Neural Network: 0.34440264530914283
MAE for Neural Network: 0.27514733144520614
Training time for Neural Network: 0.39055895805358887 seconds
Testing time for Neural Network: 0.0005931854248046875 seconds
RMSE for Neural Network: 10.466131738699637
MAE for Neural Network: 8.877930431373786
Training time for Neural Network: 0.36177802085876465 seconds
Testing time for Neural Network: 0.0005817413330078125 seconds
RMSE for Neural Network: 422.6354774229305
MAE for Neural Network: 336.98922896310336
Training time for Neural Network: 0.34329700469970703 seconds
Testing time for Neural Network: 0.0006000995635986328 seconds
RMSE for Neural Network: 0.3196692814258692
MAE for Neural Network: 0.2512279369248547
Training time for Neural Network: 0.17738103866577148 seconds
Testing time for Neural Network: 0.00047898292541503906 seconds
RMSE for Neural Network: 2.555349361931308
MAE for Neural Network: 2.025729788139643
Training time for Neural Network: 0.44475388526916504 seconds
Testing time for Neural Network: 0.0014412403106689453 seconds
RMSE for Neural Network: 0.6936014988639168
MAE for Neural Network: 0.5632307110073476
Training time for Neural Network: 0.4524061679840088 seconds
Testing time for Neural Network: 0.0011429786682128906 seconds
RMSE for Neural Network: 0.14278439831520412
MAE for Neural Network: 0.12367048918923804
Training time for Neural Network: 0.45062780380249023 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 422.6024158609424
MAE for Neural Network: 336.9477638331251
Training time for Neural Network: 0.3575441837310791 seconds
Testing time for Neural Network: 0.001035928726196289 seconds
RMSE for Neural Network: 422.77731608309205
MAE for Neural Network: 337.1670990103591
Training time for Neural Network: 0.3628818988800049 seconds
Testing time for Neural Network: 0.001466989517211914 seconds
RMSE for Neural Network: 0.13621672007199026
MAE for Neural Network: 0.10913976463103621
Training time for Neural Network: 0.4332249164581299 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 0.4085548145169484
MAE for Neural Network: 0.2762199875384741
Training time for Neural Network: 0.393963098526001 seconds
Testing time for Neural Network: 0.0015549659729003906 seconds
RMSE for Neural Network: 422.1505806891408
MAE for Neural Network: 336.38089487486855
Training time for Neural Network: 0.431704044342041 seconds
Testing time for Neural Network: 0.0006279945373535156 seconds
RMSE for Neural Network: 422.69728359988886
MAE for Neural Network: 337.0667400135519
Training time for Neural Network: 0.3786799907684326 seconds
Testing time for Neural Network: 0.0006878376007080078 seconds
RMSE for Neural Network: 422.1239122784979
MAE for Neural Network: 336.3474260016621
Training time for Neural Network: 0.40675997734069824 seconds
Testing time for Neural Network: 0.0019130706787109375 seconds
RMSE for Neural Network: 422.5260916756254
MAE for Neural Network: 336.8520325117804
Training time for Neural Network: 0.3121180534362793 seconds
Testing time for Neural Network: 0.0005822181701660156 seconds
RMSE for Neural Network: 1.256001443807498
MAE for Neural Network: 1.006355599299986
Training time for Neural Network: 0.3952507972717285 seconds
Testing time for Neural Network: 0.003916025161743164 seconds
RMSE for Neural Network: 423.86602690289624
MAE for Neural Network: 338.53124290541535
Training time for Neural Network: 0.30915021896362305 seconds
Testing time for Neural Network: 0.0007867813110351562 seconds
RMSE for Neural Network: 0.45509611675824235
MAE for Neural Network: 0.3774899145237072
Training time for Neural Network: 0.40862488746643066 seconds
Testing time for Neural Network: 0.0006101131439208984 seconds
RMSE for Neural Network: 0.7119240118097352
MAE for Neural Network: 0.5761029337683683
Training time for Neural Network: 0.43489933013916016 seconds
Testing time for Neural Network: 0.0011730194091796875 seconds
RMSE for Neural Network: 421.812939513824
MAE for Neural Network: 335.9570651168561
Training time for Neural Network: 0.4180901050567627 seconds
Testing time for Neural Network: 0.0019030570983886719 seconds
RMSE for Neural Network: 0.4088558515773587
MAE for Neural Network: 0.32589204341986766
Training time for Neural Network: 0.403501033782959 seconds
Testing time for Neural Network: 0.0005970001220703125 seconds
RMSE for Neural Network: 422.1970090262598
MAE for Neural Network: 336.43915956879675
Training time for Neural Network: 0.41851282119750977 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 0.2939539486541262
MAE for Neural Network: 0.2311302973679703
Training time for Neural Network: 0.4205629825592041 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 422.5910681509755
MAE for Neural Network: 336.93353134056116
Training time for Neural Network: 1.4503211975097656 seconds
Testing time for Neural Network: 0.0006577968597412109 seconds
RMSE for Neural Network: 0.3524295945435873
MAE for Neural Network: 0.26128476335569273
Training time for Neural Network: 0.3634970188140869 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 424.0040198149314
MAE for Neural Network: 338.70400422767256
Training time for Neural Network: 0.46765899658203125 seconds
Testing time for Neural Network: 0.0006449222564697266 seconds
RMSE for Neural Network: 424.218598238833
MAE for Neural Network: 338.972584071867
Training time for Neural Network: 0.3609912395477295 seconds
Testing time for Neural Network: 0.0005917549133300781 seconds
RMSE for Neural Network: 422.24674035013174
MAE for Neural Network: 336.5015652221399
Training time for Neural Network: 0.30686330795288086 seconds
Testing time for Neural Network: 0.0005469322204589844 seconds
RMSE for Neural Network: 0.2988983776251638
MAE for Neural Network: 0.23900605548085652
Training time for Neural Network: 0.4739668369293213 seconds
Testing time for Neural Network: 0.002274036407470703 seconds
RMSE for Neural Network: 421.6820691549803
MAE for Neural Network: 335.79273534051345
Training time for Neural Network: 0.31462883949279785 seconds
Testing time for Neural Network: 0.0005691051483154297 seconds
RMSE for Neural Network: 421.83948345902877
MAE for Neural Network: 335.990391924559
Training time for Neural Network: 0.17419004440307617 seconds
Testing time for Neural Network: 0.003567934036254883 seconds
RMSE for Neural Network: 424.37628388058323
MAE for Neural Network: 339.16990429714116
Training time for Neural Network: 0.7729899883270264 seconds
Testing time for Neural Network: 0.0026149749755859375 seconds
RMSE for Neural Network: 0.43222389802235706
MAE for Neural Network: 0.3415120595218526
Training time for Neural Network: 0.6792807579040527 seconds
Testing time for Neural Network: 0.002886056900024414 seconds
RMSE for Neural Network: 0.6464638471646411
MAE for Neural Network: 0.5215308173565978
Training time for Neural Network: 0.756829023361206 seconds
Testing time for Neural Network: 0.0025398731231689453 seconds
RMSE for Neural Network: 0.32507763764287034
MAE for Neural Network: 0.23062878829056857
Training time for Neural Network: 0.5491352081298828 seconds
Testing time for Neural Network: 0.0006399154663085938 seconds
RMSE for Neural Network: 422.6033437620675
MAE for Neural Network: 336.94892761295256
Training time for Neural Network: 0.7247250080108643 seconds
Testing time for Neural Network: 0.0006117820739746094 seconds
RMSE for Neural Network: 422.39195741993143
MAE for Neural Network: 336.68376758269727
Training time for Neural Network: 0.5713956356048584 seconds
Testing time for Neural Network: 0.0006477832794189453 seconds
RMSE for Neural Network: 0.15499761945958807
MAE for Neural Network: 0.12269191601211052
Training time for Neural Network: 0.5280308723449707 seconds
Testing time for Neural Network: 0.0007112026214599609 seconds
RMSE for Neural Network: 0.2342793504247746
MAE for Neural Network: 0.18687453787957017
Training time for Neural Network: 0.5785658359527588 seconds
Testing time for Neural Network: 0.0022439956665039062 seconds
RMSE for Neural Network: 0.4050644341520608
MAE for Neural Network: 0.2824454512685466
Training time for Neural Network: 0.2003779411315918 seconds
Testing time for Neural Network: 0.0005660057067871094 seconds
RMSE for Neural Network: 422.4338330371821
MAE for Neural Network: 336.73630180769703
Training time for Neural Network: 0.6660232543945312 seconds
Testing time for Neural Network: 0.0014319419860839844 seconds
RMSE for Neural Network: 10.773409072294367
MAE for Neural Network: 9.137651513139229
Training time for Neural Network: 0.6389210224151611 seconds
Testing time for Neural Network: 0.0017459392547607422 seconds
RMSE for Neural Network: 422.3757286765528
MAE for Neural Network: 336.6634073309534
Training time for Neural Network: 0.4643557071685791 seconds
Testing time for Neural Network: 0.0009682178497314453 seconds
RMSE for Neural Network: 1.2370113505763431
MAE for Neural Network: 0.9990324562748847
Training time for Neural Network: 0.7701609134674072 seconds
Testing time for Neural Network: 0.005216121673583984 seconds
RMSE for Neural Network: 423.3539311877862
MAE for Neural Network: 337.8898410914293
Training time for Neural Network: 0.604619026184082 seconds
Testing time for Neural Network: 0.0008251667022705078 seconds
RMSE for Neural Network: 422.1852560229988
MAE for Neural Network: 336.42441062420477
Training time for Neural Network: 0.7793431282043457 seconds
Testing time for Neural Network: 0.0006728172302246094 seconds
RMSE for Neural Network: 424.08296697064696
MAE for Neural Network: 338.8028284050553
Training time for Neural Network: 0.4638030529022217 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 0.3212847673894796
MAE for Neural Network: 0.25148479322503936
Training time for Neural Network: 0.45475292205810547 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 422.7458395207243
MAE for Neural Network: 337.1276293819902
Training time for Neural Network: 0.6482441425323486 seconds
Testing time for Neural Network: 0.0007143020629882812 seconds
RMSE for Neural Network: 423.9719295848805
MAE for Neural Network: 338.66383145615856
Training time for Neural Network: 0.4305899143218994 seconds
Testing time for Neural Network: 0.0006120204925537109 seconds
RMSE for Neural Network: 422.3237933242204
MAE for Neural Network: 336.59824727469606
Training time for Neural Network: 0.4965181350708008 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 422.03006300600333
MAE for Neural Network: 336.2296354301472
Training time for Neural Network: 0.4468350410461426 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 424.1949775829935
MAE for Neural Network: 338.94302274464195
Training time for Neural Network: 0.7083959579467773 seconds
Testing time for Neural Network: 0.0006098747253417969 seconds
RMSE for Neural Network: 422.3065708219641
MAE for Neural Network: 336.5766382564974
Training time for Neural Network: 0.7078640460968018 seconds
Testing time for Neural Network: 0.0006518363952636719 seconds
RMSE for Neural Network: 422.0067156302723
MAE for Neural Network: 336.20032971085567
Training time for Neural Network: 0.7512681484222412 seconds
Testing time for Neural Network: 0.0018343925476074219 seconds
RMSE for Neural Network: 422.16366913225215
MAE for Neural Network: 336.3973204349942
Training time for Neural Network: 0.6291611194610596 seconds
Testing time for Neural Network: 0.0006089210510253906 seconds
RMSE for Neural Network: 423.50623822336706
MAE for Neural Network: 338.08065232240943
Training time for Neural Network: 0.8499860763549805 seconds
Testing time for Neural Network: 0.000644683837890625 seconds
RMSE for Neural Network: 0.3495467958818513
MAE for Neural Network: 0.27286271540770457
Training time for Neural Network: 0.9971630573272705 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 0.340714739312402
MAE for Neural Network: 0.25977511140655685
Training time for Neural Network: 0.6603379249572754 seconds
Testing time for Neural Network: 0.0006239414215087891 seconds
RMSE for Neural Network: 421.95675303106384
MAE for Neural Network: 336.13761332102774
Training time for Neural Network: 0.5043330192565918 seconds
Testing time for Neural Network: 0.0008511543273925781 seconds
RMSE for Neural Network: 423.1946860357692
MAE for Neural Network: 337.69029590669584
Training time for Neural Network: 0.5484240055084229 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 423.2950313222578
MAE for Neural Network: 337.8160404758035
Training time for Neural Network: 0.7812139987945557 seconds
Testing time for Neural Network: 0.0027840137481689453 seconds
RMSE for Neural Network: 422.2038061269169
MAE for Neural Network: 336.44768920100165
Training time for Neural Network: 0.49112606048583984 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 0.6060315638962965
MAE for Neural Network: 0.49720376559813945
Training time for Neural Network: 0.5232870578765869 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 0.21742488324598727
MAE for Neural Network: 0.17064305629630602
Training time for Neural Network: 0.5332059860229492 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 0.18200132221094947
MAE for Neural Network: 0.1483779898427077
Training time for Neural Network: 0.5849940776824951 seconds
Testing time for Neural Network: 0.0006279945373535156 seconds
RMSE for Neural Network: 422.3123677154154
MAE for Neural Network: 336.58391165657156
Training time for Neural Network: 0.5200042724609375 seconds
Testing time for Neural Network: 0.0005807876586914062 seconds
RMSE for Neural Network: 0.3216734342312664
MAE for Neural Network: 0.24897167582768406
Training time for Neural Network: 0.5133540630340576 seconds
Testing time for Neural Network: 0.0038330554962158203 seconds
RMSE for Neural Network: 0.17025225527595889
MAE for Neural Network: 0.13143092006925422
Training time for Neural Network: 0.5540299415588379 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 423.18768861263095
MAE for Neural Network: 337.6815266696412
Training time for Neural Network: 0.5846359729766846 seconds
Testing time for Neural Network: 0.002128124237060547 seconds
RMSE for Neural Network: 424.2365123458964
MAE for Neural Network: 338.9950030133903
Training time for Neural Network: 0.7063519954681396 seconds
Testing time for Neural Network: 0.0006418228149414062 seconds
RMSE for Neural Network: 0.343046155905792
MAE for Neural Network: 0.280587883004017
Training time for Neural Network: 0.6963510513305664 seconds
Testing time for Neural Network: 0.0006031990051269531 seconds
RMSE for Neural Network: 423.1487432512599
MAE for Neural Network: 337.6327184615839
Training time for Neural Network: 0.7009410858154297 seconds
Testing time for Neural Network: 0.006355762481689453 seconds
RMSE for Neural Network: 0.17184510151010943
MAE for Neural Network: 0.1344980779807231
Training time for Neural Network: 1.1912949085235596 seconds
Testing time for Neural Network: 0.002801179885864258 seconds
RMSE for Neural Network: 422.621614608169
MAE for Neural Network: 336.9718427326744
Training time for Neural Network: 0.6597468852996826 seconds
Testing time for Neural Network: 0.0007860660552978516 seconds
RMSE for Neural Network: 422.03568416451316
MAE for Neural Network: 336.2366909914015
Training time for Neural Network: 0.8388168811798096 seconds
Testing time for Neural Network: 0.006819248199462891 seconds
RMSE for Neural Network: 0.22666329515704547
MAE for Neural Network: 0.17274654304078424
Training time for Neural Network: 1.3009710311889648 seconds
Testing time for Neural Network: 0.0006020069122314453 seconds
RMSE for Neural Network: 423.5396869432827
MAE for Neural Network: 338.12255186049384
Training time for Neural Network: 0.7508640289306641 seconds
Testing time for Neural Network: 0.0007598400115966797 seconds
RMSE for Neural Network: 424.00013520739066
MAE for Neural Network: 338.6991412987698
Training time for Neural Network: 0.49503421783447266 seconds
Testing time for Neural Network: 0.0006787776947021484 seconds
RMSE for Neural Network: 424.3159458521936
MAE for Neural Network: 339.0944050925644
Training time for Neural Network: 0.8291659355163574 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 423.20157167315966
MAE for Neural Network: 337.69892497203926
Training time for Neural Network: 0.6450202465057373 seconds
Testing time for Neural Network: 0.0018489360809326172 seconds
RMSE for Neural Network: 422.66702573134455
MAE for Neural Network: 337.0287944689884
Training time for Neural Network: 0.5137801170349121 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 0.40421758282745734
MAE for Neural Network: 0.33311588744161946
Training time for Neural Network: 0.494647741317749 seconds
Testing time for Neural Network: 0.0029249191284179688 seconds
RMSE for Neural Network: 423.4164582243242
MAE for Neural Network: 337.9681800937322
Training time for Neural Network: 0.36601996421813965 seconds
Testing time for Neural Network: 0.0005941390991210938 seconds
RMSE for Neural Network: 421.7076904166974
MAE for Neural Network: 335.8249094650717
Training time for Neural Network: 0.5499191284179688 seconds
Testing time for Neural Network: 0.0026319026947021484 seconds
RMSE for Neural Network: 423.66205006295655
MAE for Neural Network: 338.27581398052337
Training time for Neural Network: 0.4363667964935303 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 421.79145937414546
MAE for Neural Network: 335.9300952007872
Training time for Neural Network: 0.3775930404663086 seconds
Testing time for Neural Network: 0.0007479190826416016 seconds
RMSE for Neural Network: 0.5450651415092252
MAE for Neural Network: 0.4273687880853286
Training time for Neural Network: 0.36449503898620605 seconds
Testing time for Neural Network: 0.0005779266357421875 seconds
RMSE for Neural Network: 0.6892430800886995
MAE for Neural Network: 0.5275859833386989
Training time for Neural Network: 0.4660170078277588 seconds
Testing time for Neural Network: 0.0022809505462646484 seconds
RMSE for Neural Network: 422.098401324926
MAE for Neural Network: 336.315408599869
Training time for Neural Network: 0.5670289993286133 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 422.95946743408774
MAE for Neural Network: 337.3954723359009
Training time for Neural Network: 0.4331378936767578 seconds
Testing time for Neural Network: 0.001965045928955078 seconds
RMSE for Neural Network: 421.8914534465814
MAE for Neural Network: 336.05563847658846
Training time for Neural Network: 0.550224781036377 seconds
Testing time for Neural Network: 0.0021479129791259766 seconds
RMSE for Neural Network: 424.0889126168055
MAE for Neural Network: 338.81027060162
Training time for Neural Network: 0.5380258560180664 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 423.98582264001925
MAE for Neural Network: 338.68122395605633
Training time for Neural Network: 0.42145681381225586 seconds
Testing time for Neural Network: 0.0016722679138183594 seconds
RMSE for Neural Network: 423.9644235862103
MAE for Neural Network: 338.65443467851713
Training time for Neural Network: 5.901277303695679 seconds
Testing time for Neural Network: 0.011107683181762695 seconds
RMSE for Neural Network: 423.04143063480103
MAE for Neural Network: 337.49821583851036
Training time for Neural Network: 4.877238035202026 seconds
Testing time for Neural Network: 0.0014498233795166016 seconds
RMSE for Neural Network: 422.9801228346437
MAE for Neural Network: 337.42136561552945
Training time for Neural Network: 0.7608859539031982 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 424.4002495228284
MAE for Neural Network: 339.19989011743144
Training time for Neural Network: 0.9167640209197998 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 423.74264658036134
MAE for Neural Network: 338.37674889325297
Training time for Neural Network: 0.6847140789031982 seconds
Testing time for Neural Network: 0.0006556510925292969 seconds
RMSE for Neural Network: 0.32734112959334477
MAE for Neural Network: 0.25138981502222785
Training time for Neural Network: 0.5168750286102295 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 423.80595717185105
MAE for Neural Network: 338.4560281557817
Training time for Neural Network: 1.1065311431884766 seconds
Testing time for Neural Network: 0.0031871795654296875 seconds
RMSE for Neural Network: 0.3305324570939617
MAE for Neural Network: 0.27275333139984825
Training time for Neural Network: 1.7691340446472168 seconds
Testing time for Neural Network: 0.00670623779296875 seconds
RMSE for Neural Network: 424.1164113990889
MAE for Neural Network: 338.8446902028712
Training time for Neural Network: 0.6937170028686523 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 0.14742170635043045
MAE for Neural Network: 0.11447332158582983
Training time for Neural Network: 0.8117687702178955 seconds
Testing time for Neural Network: 0.0019960403442382812 seconds
RMSE for Neural Network: 423.8605898477931
MAE for Neural Network: 338.52443528755435
Training time for Neural Network: 0.4425058364868164 seconds
Testing time for Neural Network: 0.0006051063537597656 seconds
RMSE for Neural Network: 0.20699710139317185
MAE for Neural Network: 0.16603821753932685
Training time for Neural Network: 0.6699340343475342 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 7.910410497965017
MAE for Neural Network: 6.53769288404307
Training time for Neural Network: 0.7808949947357178 seconds
Testing time for Neural Network: 0.0006241798400878906 seconds
RMSE for Neural Network: 421.97384019071546
MAE for Neural Network: 336.1590627455074
Training time for Neural Network: 1.0581169128417969 seconds
Testing time for Neural Network: 0.0023832321166992188 seconds
RMSE for Neural Network: 0.22875133453398058
MAE for Neural Network: 0.17089949206286892
Training time for Neural Network: 0.9046719074249268 seconds
Testing time for Neural Network: 0.0006272792816162109 seconds
RMSE for Neural Network: 0.2023167024928567
MAE for Neural Network: 0.15640997453515376
Training time for Neural Network: 1.1523919105529785 seconds
Testing time for Neural Network: 0.0008723735809326172 seconds
RMSE for Neural Network: 424.1206551498741
MAE for Neural Network: 338.85000189670495
Training time for Neural Network: 0.19026994705200195 seconds
Testing time for Neural Network: 0.0005879402160644531 seconds
RMSE for Neural Network: 423.6533977215273
MAE for Neural Network: 338.2649775865559
Training time for Neural Network: 0.7124910354614258 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.23839612911473346
MAE for Neural Network: 0.18177501385934464
Training time for Neural Network: 0.47089600563049316 seconds
Testing time for Neural Network: 0.0011749267578125 seconds
RMSE for Neural Network: 1.0265348281283355
MAE for Neural Network: 0.8560288221240804
Training time for Neural Network: 0.7141649723052979 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 421.66943576687686
MAE for Neural Network: 335.77687043719203
Training time for Neural Network: 0.6061019897460938 seconds
Testing time for Neural Network: 0.0012438297271728516 seconds
RMSE for Neural Network: 0.21357864873300983
MAE for Neural Network: 0.15702392324593437
Training time for Neural Network: 0.5164039134979248 seconds
Testing time for Neural Network: 0.00063323974609375 seconds
RMSE for Neural Network: 0.6888785248506436
MAE for Neural Network: 0.5302130861672346
Training time for Neural Network: 0.8223099708557129 seconds
Testing time for Neural Network: 0.0009560585021972656 seconds
RMSE for Neural Network: 424.0176687319854
MAE for Neural Network: 338.7210903642497
Training time for Neural Network: 0.6487061977386475 seconds
Testing time for Neural Network: 0.0011136531829833984 seconds
RMSE for Neural Network: 421.6656439500408
MAE for Neural Network: 335.77210865174777
Training time for Neural Network: 1.5685498714447021 seconds
Testing time for Neural Network: 0.002324342727661133 seconds
RMSE for Neural Network: 424.24686087751735
MAE for Neural Network: 339.00795363098206
Training time for Neural Network: 0.9884397983551025 seconds
Testing time for Neural Network: 0.0062372684478759766 seconds
RMSE for Neural Network: 0.22718158082894402
MAE for Neural Network: 0.17162260407756705
Training time for Neural Network: 1.1502108573913574 seconds
Testing time for Neural Network: 0.005023002624511719 seconds
RMSE for Neural Network: 423.3422716187077
MAE for Neural Network: 337.87523229725826
Training time for Neural Network: 0.8167760372161865 seconds
Testing time for Neural Network: 0.0007910728454589844 seconds
RMSE for Neural Network: 422.3676414792745
MAE for Neural Network: 336.6532611299101
Training time for Neural Network: 1.3244287967681885 seconds
Testing time for Neural Network: 0.0014939308166503906 seconds
RMSE for Neural Network: 421.8815592625442
MAE for Neural Network: 336.04321702190936
Training time for Neural Network: 1.3025507926940918 seconds
Testing time for Neural Network: 0.0006639957427978516 seconds
RMSE for Neural Network: 422.6792118917713
MAE for Neural Network: 337.0440769782009
Training time for Neural Network: 1.1420133113861084 seconds
Testing time for Neural Network: 0.00553584098815918 seconds
RMSE for Neural Network: 0.25214564859205807
MAE for Neural Network: 0.2039144138534877
Training time for Neural Network: 0.9446141719818115 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 423.35318538068867
MAE for Neural Network: 337.8889066433141
Training time for Neural Network: 0.9632160663604736 seconds
Testing time for Neural Network: 0.004415273666381836 seconds
RMSE for Neural Network: 423.1388634966683
MAE for Neural Network: 337.6203362682565
Training time for Neural Network: 1.347062110900879 seconds
Testing time for Neural Network: 0.0006568431854248047 seconds
RMSE for Neural Network: 423.4444567914456
MAE for Neural Network: 338.0032568601093
Training time for Neural Network: 0.7236740589141846 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 422.38304598737113
MAE for Neural Network: 336.67258753603363
Training time for Neural Network: 0.18095731735229492 seconds
Testing time for Neural Network: 0.0012679100036621094 seconds
RMSE for Neural Network: 1.0344281864840814
MAE for Neural Network: 0.8335945532923299
Training time for Neural Network: 1.0022859573364258 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 13.374249688016516
MAE for Neural Network: 10.925632584570035
Training time for Neural Network: 0.5203509330749512 seconds
Testing time for Neural Network: 0.0015439987182617188 seconds
RMSE for Neural Network: 424.35737209299083
MAE for Neural Network: 339.1462411855801
Training time for Neural Network: 0.6737010478973389 seconds
Testing time for Neural Network: 0.0006299018859863281 seconds
RMSE for Neural Network: 0.484714386807614
MAE for Neural Network: 0.3905387612801542
Training time for Neural Network: 0.9028611183166504 seconds
Testing time for Neural Network: 0.007246971130371094 seconds
RMSE for Neural Network: 423.96562691817155
MAE for Neural Network: 338.65594113902205
Training time for Neural Network: 1.049973964691162 seconds
Testing time for Neural Network: 0.0006337165832519531 seconds
RMSE for Neural Network: 0.24427579258073906
MAE for Neural Network: 0.19005775646418246
Training time for Neural Network: 1.1465530395507812 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 422.7891173641235
MAE for Neural Network: 337.181896640631
Training time for Neural Network: 0.5722830295562744 seconds
Testing time for Neural Network: 0.0022890567779541016 seconds
RMSE for Neural Network: 424.30889460639366
MAE for Neural Network: 339.0855816792248
Training time for Neural Network: 1.130685806274414 seconds
Testing time for Neural Network: 0.008894920349121094 seconds
RMSE for Neural Network: 0.23968897042159262
MAE for Neural Network: 0.195964222340809
Training time for Neural Network: 0.8858580589294434 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 423.3980318510994
MAE for Neural Network: 337.94509470626014
Training time for Neural Network: 0.6501340866088867 seconds
Testing time for Neural Network: 0.0014178752899169922 seconds
RMSE for Neural Network: 0.16661722518014044
MAE for Neural Network: 0.13670427908868937
Training time for Neural Network: 0.7493510246276855 seconds
Testing time for Neural Network: 0.013757944107055664 seconds
RMSE for Neural Network: 0.2718672868957013
MAE for Neural Network: 0.21038257074559655
Training time for Neural Network: 0.7722389698028564 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 422.43896714874586
MAE for Neural Network: 336.7427424998758
Training time for Neural Network: 0.5683860778808594 seconds
Testing time for Neural Network: 0.0006330013275146484 seconds
RMSE for Neural Network: 0.28431532929661996
MAE for Neural Network: 0.23323435511684854
Training time for Neural Network: 0.6363849639892578 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 423.5034008130102
MAE for Neural Network: 338.07709795374154
Training time for Neural Network: 0.5715510845184326 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 422.44100855261604
MAE for Neural Network: 336.74530340836225
Training time for Neural Network: 0.7166368961334229 seconds
Testing time for Neural Network: 0.0015711784362792969 seconds
RMSE for Neural Network: 421.86625447650385
MAE for Neural Network: 336.0240026049818
Training time for Neural Network: 0.1960599422454834 seconds
Testing time for Neural Network: 0.0005738735198974609 seconds
RMSE for Neural Network: 54.27812624301899
MAE for Neural Network: 51.4870424392626
Training time for Neural Network: 1.1304519176483154 seconds
Testing time for Neural Network: 0.002070188522338867 seconds
RMSE for Neural Network: 423.8542769086113
MAE for Neural Network: 338.51653093218397
Training time for Neural Network: 1.128744125366211 seconds
Testing time for Neural Network: 0.0006756782531738281 seconds
RMSE for Neural Network: 421.81587317222267
MAE for Neural Network: 335.96074848214516
Training time for Neural Network: 0.7059900760650635 seconds
Testing time for Neural Network: 0.0006580352783203125 seconds
RMSE for Neural Network: 421.98645460092007
MAE for Neural Network: 336.17489722954167
Training time for Neural Network: 0.7526149749755859 seconds
Testing time for Neural Network: 0.000614166259765625 seconds
RMSE for Neural Network: 0.17629506861210417
MAE for Neural Network: 0.1423131704186941
Training time for Neural Network: 0.8576817512512207 seconds
Testing time for Neural Network: 0.0006532669067382812 seconds
RMSE for Neural Network: 0.38598963637160627
MAE for Neural Network: 0.30306025003388626
Training time for Neural Network: 0.7223758697509766 seconds
Testing time for Neural Network: 0.002732992172241211 seconds
RMSE for Neural Network: 423.81121794268506
MAE for Neural Network: 338.46261553486323
Training time for Neural Network: 0.1387770175933838 seconds
Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 0.7626676974783582
MAE for Neural Network: 0.6205414616121111
Training time for Neural Network: 0.7848200798034668 seconds
Testing time for Neural Network: 0.0017600059509277344 seconds
RMSE for Neural Network: 0.4568683481801223
MAE for Neural Network: 0.37999770514079356
Training time for Neural Network: 0.7230467796325684 seconds
Testing time for Neural Network: 0.0007221698760986328 seconds
RMSE for Neural Network: 0.6358137833277023
MAE for Neural Network: 0.49078663229264136
Training time for Neural Network: 0.6803441047668457 seconds
Testing time for Neural Network: 0.0008199214935302734 seconds
RMSE for Neural Network: 421.93441990848527
MAE for Neural Network: 336.10957791194886
Training time for Neural Network: 0.6722080707550049 seconds
Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 0.16808272692284218
MAE for Neural Network: 0.12496097020298955
Training time for Neural Network: 0.7018401622772217 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 0.2287280042814274
MAE for Neural Network: 0.1791566237456145
Training time for Neural Network: 0.6030929088592529 seconds
Testing time for Neural Network: 0.000637054443359375 seconds
RMSE for Neural Network: 424.1815214188554
MAE for Neural Network: 338.92618189489787
Training time for Neural Network: 0.5396909713745117 seconds
Testing time for Neural Network: 0.0019130706787109375 seconds
RMSE for Neural Network: 18.128091580143327
MAE for Neural Network: 15.063837979985205
Training time for Neural Network: 0.37522101402282715 seconds
Testing time for Neural Network: 0.002351045608520508 seconds
RMSE for Neural Network: 423.38117545568434
MAE for Neural Network: 337.92397575619805
Training time for Neural Network: 0.512286901473999 seconds
Testing time for Neural Network: 0.0020177364349365234 seconds
RMSE for Neural Network: 0.9609002916914976
MAE for Neural Network: 0.7723938806306099
Training time for Neural Network: 0.6043930053710938 seconds
Testing time for Neural Network: 0.002802133560180664 seconds
RMSE for Neural Network: 422.26330141553893
MAE for Neural Network: 336.52234603810314
Training time for Neural Network: 0.6721930503845215 seconds
Testing time for Neural Network: 0.0012722015380859375 seconds
RMSE for Neural Network: 423.54085577469556
MAE for Neural Network: 338.12401596307825
Training time for Neural Network: 0.4626731872558594 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.5065383572961288
MAE for Neural Network: 0.398373080381109
Training time for Neural Network: 0.5567822456359863 seconds
Testing time for Neural Network: 0.0014450550079345703 seconds
RMSE for Neural Network: 0.725255420180359
MAE for Neural Network: 0.5784876430100985
Training time for Neural Network: 0.41152310371398926 seconds
Testing time for Neural Network: 0.0005629062652587891 seconds
RMSE for Neural Network: 423.02276867906517
MAE for Neural Network: 337.47482347804913
Training time for Neural Network: 0.48616600036621094 seconds
Testing time for Neural Network: 0.0038406848907470703 seconds
RMSE for Neural Network: 0.5431112579394909
MAE for Neural Network: 0.42257660268882913
Training time for Neural Network: 0.4014570713043213 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 421.6893827435815
MAE for Neural Network: 335.80191955869054
Training time for Neural Network: 0.534743070602417 seconds
Testing time for Neural Network: 0.0010979175567626953 seconds
RMSE for Neural Network: 424.18618743444193
MAE for Neural Network: 338.9320216072922
Training time for Neural Network: 0.5645711421966553 seconds
Testing time for Neural Network: 0.0010528564453125 seconds
RMSE for Neural Network: 0.4003771712066528
MAE for Neural Network: 0.3111543572127644
Training time for Neural Network: 0.7541518211364746 seconds
Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 424.0713275224876
MAE for Neural Network: 338.7882590753751
Training time for Neural Network: 1.9044790267944336 seconds
Testing time for Neural Network: 0.0011668205261230469 seconds
RMSE for Neural Network: 0.30157405287202055
MAE for Neural Network: 0.24407359190722575
Training time for Neural Network: 0.13585114479064941 seconds
Testing time for Neural Network: 0.0004916191101074219 seconds
RMSE for Neural Network: 422.7768562977644
MAE for Neural Network: 337.1665224805972
Training time for Neural Network: 0.7721567153930664 seconds
Testing time for Neural Network: 0.0024330615997314453 seconds
RMSE for Neural Network: 0.25677450207237124
MAE for Neural Network: 0.2039521473753397
Training time for Neural Network: 0.616908073425293 seconds
Testing time for Neural Network: 0.0031480789184570312 seconds
RMSE for Neural Network: 0.3314801414658584
MAE for Neural Network: 0.24385438805720228
Training time for Neural Network: 0.658890962600708 seconds
Testing time for Neural Network: 0.0016160011291503906 seconds
RMSE for Neural Network: 421.7035114173524
MAE for Neural Network: 335.8196617268911
Training time for Neural Network: 0.12914276123046875 seconds
Testing time for Neural Network: 0.0005800724029541016 seconds
RMSE for Neural Network: 25.167740698185657
MAE for Neural Network: 21.70285936973587
Training time for Neural Network: 0.6961159706115723 seconds
Testing time for Neural Network: 0.0009152889251708984 seconds
RMSE for Neural Network: 0.30912285364299347
MAE for Neural Network: 0.24950410623705863
Training time for Neural Network: 0.5742058753967285 seconds
Testing time for Neural Network: 0.0006220340728759766 seconds
RMSE for Neural Network: 424.0341824472267
MAE for Neural Network: 338.7417623268889
Training time for Neural Network: 0.44806504249572754 seconds
Testing time for Neural Network: 0.00055694580078125 seconds
RMSE for Neural Network: 423.94746754120575
MAE for Neural Network: 338.63320701791815
Training time for Neural Network: 0.6401970386505127 seconds
Testing time for Neural Network: 0.0015158653259277344 seconds
RMSE for Neural Network: 424.10397692188974
MAE for Neural Network: 338.82912640680894
Training time for Neural Network: 0.23545122146606445 seconds
Testing time for Neural Network: 0.0017910003662109375 seconds
RMSE for Neural Network: 2.3524319824201227
MAE for Neural Network: 1.9378042314870862
Training time for Neural Network: 0.13093090057373047 seconds
Testing time for Neural Network: 0.001584768295288086 seconds
RMSE for Neural Network: 422.3706159694176
MAE for Neural Network: 336.65699293943646
Training time for Neural Network: 0.5371048450469971 seconds
Testing time for Neural Network: 0.0005939006805419922 seconds
RMSE for Neural Network: 422.0389928525647
MAE for Neural Network: 336.2408439625467
Training time for Neural Network: 0.43885111808776855 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 422.5726492750251
MAE for Neural Network: 336.91042960400017
Training time for Neural Network: 0.424576997756958 seconds
Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 422.35306053307033
MAE for Neural Network: 336.6349675869842
Training time for Neural Network: 0.5408797264099121 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
RMSE for Neural Network: 423.50973625873996
MAE for Neural Network: 338.08503422450696
Training time for Neural Network: 0.6894569396972656 seconds
Testing time for Neural Network: 0.0020449161529541016 seconds
RMSE for Neural Network: 424.2055008506541
MAE for Neural Network: 338.9561927633021
Training time for Neural Network: 1.079233169555664 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 422.186931473198
MAE for Neural Network: 336.426513175453
Training time for Neural Network: 0.26584601402282715 seconds
Testing time for Neural Network: 0.002315998077392578 seconds
RMSE for Neural Network: 29.489007054071664
MAE for Neural Network: 23.91725545023372
Training time for Neural Network: 0.6178131103515625 seconds
Testing time for Neural Network: 0.0006997585296630859 seconds
RMSE for Neural Network: 423.5194265341987
MAE for Neural Network: 338.09717288450526
Training time for Neural Network: 0.7699432373046875 seconds
Testing time for Neural Network: 0.0010170936584472656 seconds
RMSE for Neural Network: 422.45029633854995
MAE for Neural Network: 336.7569546975491
Training time for Neural Network: 0.41854405403137207 seconds
Testing time for Neural Network: 0.0014481544494628906 seconds
RMSE for Neural Network: 0.650451204909692
MAE for Neural Network: 0.5514058540411177
Training time for Neural Network: 0.4375269412994385 seconds
Testing time for Neural Network: 0.001583099365234375 seconds
RMSE for Neural Network: 421.6940858741117
MAE for Neural Network: 335.80782558159837
Training time for Neural Network: 0.33008289337158203 seconds
Testing time for Neural Network: 0.0017840862274169922 seconds
RMSE for Neural Network: 0.6777488956296222
MAE for Neural Network: 0.5530522890612913
Training time for Neural Network: 0.9687709808349609 seconds
Testing time for Neural Network: 0.001744985580444336 seconds
RMSE for Neural Network: 422.8817006414783
MAE for Neural Network: 337.2979786450957
Training time for Neural Network: 0.4782719612121582 seconds
Testing time for Neural Network: 0.0005998611450195312 seconds
RMSE for Neural Network: 423.2641040382685
MAE for Neural Network: 337.77728672596794
Training time for Neural Network: 0.5712063312530518 seconds
Testing time for Neural Network: 0.0010716915130615234 seconds
RMSE for Neural Network: 0.24637635440268912
MAE for Neural Network: 0.19525511035660756
Training time for Neural Network: 0.6219110488891602 seconds
Testing time for Neural Network: 0.0008230209350585938 seconds
RMSE for Neural Network: 423.5043787197795
MAE for Neural Network: 338.0783229600279
Training time for Neural Network: 0.8081040382385254 seconds
Testing time for Neural Network: 0.0011339187622070312 seconds
RMSE for Neural Network: 9.759082520782096
MAE for Neural Network: 8.452100947485334
Training time for Neural Network: 0.6025972366333008 seconds
Testing time for Neural Network: 0.0006556510925292969 seconds
RMSE for Neural Network: 422.9871600062123
MAE for Neural Network: 337.43018713618324
Training time for Neural Network: 0.5577187538146973 seconds
Testing time for Neural Network: 0.0005900859832763672 seconds
RMSE for Neural Network: 0.3729289357223336
MAE for Neural Network: 0.2978842202557881
Training time for Neural Network: 0.5816769599914551 seconds
Testing time for Neural Network: 0.0021660327911376953 seconds
RMSE for Neural Network: 421.99877212974366
MAE for Neural Network: 336.1903587844985
Training time for Neural Network: 0.22117972373962402 seconds
Testing time for Neural Network: 0.0004782676696777344 seconds
RMSE for Neural Network: 0.6226019009427486
MAE for Neural Network: 0.48923240035045745
Training time for Neural Network: 0.5521342754364014 seconds
Testing time for Neural Network: 0.0019221305847167969 seconds
RMSE for Neural Network: 0.3595953821034476
MAE for Neural Network: 0.2889935370278122
Training time for Neural Network: 0.44216299057006836 seconds
Testing time for Neural Network: 0.0005421638488769531 seconds
RMSE for Neural Network: 422.1020320713886
MAE for Neural Network: 336.31996541899514
Training time for Neural Network: 0.6502337455749512 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 422.507775539294
MAE for Neural Network: 336.82905761201926
Training time for Neural Network: 0.5133252143859863 seconds
Testing time for Neural Network: 0.0029349327087402344 seconds
RMSE for Neural Network: 0.5067976663516298
MAE for Neural Network: 0.39703696546854916
Training time for Neural Network: 0.4786570072174072 seconds
Testing time for Neural Network: 0.0023500919342041016 seconds
RMSE for Neural Network: 0.6214754223904251
MAE for Neural Network: 0.48426451866003317
Training time for Neural Network: 0.501122236251831 seconds
Testing time for Neural Network: 0.000579833984375 seconds
RMSE for Neural Network: 421.6836297418083
MAE for Neural Network: 335.7946950933934
Training time for Neural Network: 0.6136069297790527 seconds
Testing time for Neural Network: 0.0007479190826416016 seconds
RMSE for Neural Network: 421.99376749331225
MAE for Neural Network: 336.1840767553369
Training time for Neural Network: 0.5408139228820801 seconds
Testing time for Neural Network: 0.0007340908050537109 seconds
RMSE for Neural Network: 0.4122562020018617
MAE for Neural Network: 0.32842560900098233
Training time for Neural Network: 0.47218990325927734 seconds
Testing time for Neural Network: 0.0006051063537597656 seconds
RMSE for Neural Network: 0.5962092361369823
MAE for Neural Network: 0.49240208374592
Training time for Neural Network: 0.7951478958129883 seconds
Testing time for Neural Network: 0.000640869140625 seconds
RMSE for Neural Network: 0.37612453411577146
MAE for Neural Network: 0.2756424010097517
Training time for Neural Network: 0.28571414947509766 seconds
Testing time for Neural Network: 0.0005362033843994141 seconds
RMSE for Neural Network: 1.5404940246249021
MAE for Neural Network: 1.2890071844181048
Training time for Neural Network: 0.4384760856628418 seconds
Testing time for Neural Network: 0.0005548000335693359 seconds
RMSE for Neural Network: 424.2431282405362
MAE for Neural Network: 339.0032824619174
Training time for Neural Network: 0.6493711471557617 seconds
Testing time for Neural Network: 0.0016431808471679688 seconds
RMSE for Neural Network: 423.8081928250011
MAE for Neural Network: 338.45882757911903
Training time for Neural Network: 0.9281761646270752 seconds
Testing time for Neural Network: 0.0006358623504638672 seconds
RMSE for Neural Network: 0.22558707816822043
MAE for Neural Network: 0.1770429991739924
Training time for Neural Network: 0.45029211044311523 seconds
Testing time for Neural Network: 0.0014240741729736328 seconds
RMSE for Neural Network: 422.6695160781246
MAE for Neural Network: 337.03191760181187
Training time for Neural Network: 0.5593562126159668 seconds
Testing time for Neural Network: 0.0006759166717529297 seconds
RMSE for Neural Network: 6.674380643109288
MAE for Neural Network: 5.58638682483133
Training time for Neural Network: 0.7507152557373047 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 422.481588881974
MAE for Neural Network: 336.7962093089467
Training time for Neural Network: 0.6151971817016602 seconds
Testing time for Neural Network: 0.0005829334259033203 seconds
RMSE for Neural Network: 423.63916735436845
MAE for Neural Network: 338.24715486954375
Training time for Neural Network: 0.8456099033355713 seconds
Testing time for Neural Network: 0.00202178955078125 seconds
RMSE for Neural Network: 422.24780363464043
MAE for Neural Network: 336.5028994450366
Training time for Neural Network: 0.7317221164703369 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 423.0478914188593
MAE for Neural Network: 337.5063141551302
Training time for Neural Network: 0.6490988731384277 seconds
Testing time for Neural Network: 0.008069276809692383 seconds
RMSE for Neural Network: 422.7426884845277
MAE for Neural Network: 337.12367808827213
Training time for Neural Network: 0.740556001663208 seconds
Testing time for Neural Network: 0.001708984375 seconds
RMSE for Neural Network: 423.0196306265594
MAE for Neural Network: 337.47088993877566
Training time for Neural Network: 1.5619161128997803 seconds
Testing time for Neural Network: 0.0008151531219482422 seconds
RMSE for Neural Network: 0.4199963575330673
MAE for Neural Network: 0.3414134923872649
Training time for Neural Network: 0.3296480178833008 seconds
Testing time for Neural Network: 0.0005090236663818359 seconds
RMSE for Neural Network: 423.60091278401245
MAE for Neural Network: 338.1992415309163
Training time for Neural Network: 0.4417440891265869 seconds
Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 422.3817353839515
MAE for Neural Network: 336.67094327636426
Training time for Neural Network: 0.5540502071380615 seconds
Testing time for Neural Network: 0.0014519691467285156 seconds
RMSE for Neural Network: 422.82054192766736
MAE for Neural Network: 337.22129875890823
Training time for Neural Network: 0.5734319686889648 seconds
Testing time for Neural Network: 0.0055730342864990234 seconds
RMSE for Neural Network: 422.3345185460779
MAE for Neural Network: 336.6117039203865
Training time for Neural Network: 0.8401329517364502 seconds
Testing time for Neural Network: 0.003679037094116211 seconds
RMSE for Neural Network: 0.31085915835058264
MAE for Neural Network: 0.2559638581024729
Training time for Neural Network: 0.664130687713623 seconds
Testing time for Neural Network: 0.0010979175567626953 seconds
RMSE for Neural Network: 422.4054893085138
MAE for Neural Network: 336.700744071948
Training time for Neural Network: 0.6505520343780518 seconds
Testing time for Neural Network: 0.005450010299682617 seconds
RMSE for Neural Network: 422.2181434942945
MAE for Neural Network: 336.4656808002968
Training time for Neural Network: 1.0561418533325195 seconds
Testing time for Neural Network: 0.002074003219604492 seconds
RMSE for Neural Network: 0.46438205113750897
MAE for Neural Network: 0.38778329963718783
Training time for Neural Network: 0.7644727230072021 seconds
Testing time for Neural Network: 0.0006842613220214844 seconds
RMSE for Neural Network: 0.630527399464504
MAE for Neural Network: 0.5101118807928571
Training time for Neural Network: 0.6807470321655273 seconds
Testing time for Neural Network: 0.001931905746459961 seconds
RMSE for Neural Network: 423.89822092617356
MAE for Neural Network: 338.5715513226319
Training time for Neural Network: 0.9148049354553223 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 423.3088930297939
MAE for Neural Network: 337.833409506443
Training time for Neural Network: 0.878608226776123 seconds
Testing time for Neural Network: 0.0006237030029296875 seconds
RMSE for Neural Network: 422.2202273337475
MAE for Neural Network: 336.46829572843853
Training time for Neural Network: 0.612739086151123 seconds
Testing time for Neural Network: 0.0006358623504638672 seconds
RMSE for Neural Network: 424.38894302658093
MAE for Neural Network: 339.1857435445321
Training time for Neural Network: 0.8598427772521973 seconds
Testing time for Neural Network: 0.0011281967163085938 seconds
RMSE for Neural Network: 1.0347531496908031
MAE for Neural Network: 0.7992755356351392
Training time for Neural Network: 0.6235880851745605 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 423.9643130664274
MAE for Neural Network: 338.65429631783235
Training time for Neural Network: 0.7370193004608154 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 423.1391502371244
MAE for Neural Network: 337.6206956394028
Training time for Neural Network: 0.5453529357910156 seconds
Testing time for Neural Network: 0.0005822181701660156 seconds
RMSE for Neural Network: 422.7664798076001
MAE for Neural Network: 337.1535111926738
Training time for Neural Network: 0.4517519474029541 seconds
Testing time for Neural Network: 0.0005769729614257812 seconds
RMSE for Neural Network: 422.4814180263914
MAE for Neural Network: 336.7959949854349
Training time for Neural Network: 0.6265630722045898 seconds
Testing time for Neural Network: 0.0006749629974365234 seconds
RMSE for Neural Network: 1.2748064960176988
MAE for Neural Network: 0.9922080225269135
Training time for Neural Network: 0.750420093536377 seconds
Testing time for Neural Network: 0.003359079360961914 seconds
RMSE for Neural Network: 424.06731744943994
MAE for Neural Network: 338.78323953437047
Training time for Neural Network: 0.6248958110809326 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 423.93106695015524
MAE for Neural Network: 338.6126742845512
Training time for Neural Network: 0.7062790393829346 seconds
Testing time for Neural Network: 0.014057159423828125 seconds
RMSE for Neural Network: 0.34717274430256123
MAE for Neural Network: 0.27553727772030256
Training time for Neural Network: 0.74969482421875 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
RMSE for Neural Network: 422.6928437384735
MAE for Neural Network: 337.0611722052188
Training time for Neural Network: 0.5726349353790283 seconds
Testing time for Neural Network: 0.0017018318176269531 seconds
RMSE for Neural Network: 0.1864999382876502
MAE for Neural Network: 0.14072890071213592
Training time for Neural Network: 0.6782968044281006 seconds
Testing time for Neural Network: 0.0006704330444335938 seconds
RMSE for Neural Network: 422.2853356030682
MAE for Neural Network: 336.5499937988923
Training time for Neural Network: 0.5392320156097412 seconds
Testing time for Neural Network: 0.0008318424224853516 seconds
RMSE for Neural Network: 422.34108353494554
MAE for Neural Network: 336.6199407374886
Training time for Neural Network: 0.7772021293640137 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 424.3690490648523
MAE for Neural Network: 339.16085190488235
Training time for Neural Network: 0.49420690536499023 seconds
Testing time for Neural Network: 0.0014421939849853516 seconds
RMSE for Neural Network: 422.44081515188867
MAE for Neural Network: 336.7450607905492
Training time for Neural Network: 0.6950500011444092 seconds
Testing time for Neural Network: 0.0017328262329101562 seconds
RMSE for Neural Network: 16.461412714792093
MAE for Neural Network: 13.758835117627566
Training time for Neural Network: 0.759037971496582 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 0.33132917175546917
MAE for Neural Network: 0.2573442723619165
Training time for Neural Network: 0.6492290496826172 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 423.8111556586733
MAE for Neural Network: 338.4625375449678
Training time for Neural Network: 0.8834569454193115 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 421.8901178220118
MAE for Neural Network: 336.05396170333944
Training time for Neural Network: 0.6792593002319336 seconds
Testing time for Neural Network: 0.0014758110046386719 seconds
RMSE for Neural Network: 0.23448180455788825
MAE for Neural Network: 0.1850137666615334
Training time for Neural Network: 0.5959579944610596 seconds
Testing time for Neural Network: 0.0006778240203857422 seconds
RMSE for Neural Network: 0.3135248981123246
MAE for Neural Network: 0.26116626866562465
Training time for Neural Network: 0.42558884620666504 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 424.17784947831683
MAE for Neural Network: 338.9215862831521
Training time for Neural Network: 2.096911668777466 seconds
Testing time for Neural Network: 0.003453969955444336 seconds
RMSE for Neural Network: 0.526084705108072
MAE for Neural Network: 0.4364568124703503
Training time for Neural Network: 0.7447402477264404 seconds
Testing time for Neural Network: 0.0011038780212402344 seconds
RMSE for Neural Network: 0.4033716478590567
MAE for Neural Network: 0.325197907052422
Training time for Neural Network: 0.7298097610473633 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 0.3074160131585674
MAE for Neural Network: 0.24771880322912687
Training time for Neural Network: 0.584834098815918 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.39314783422368127
MAE for Neural Network: 0.2936855633396902
Training time for Neural Network: 0.8258311748504639 seconds
Testing time for Neural Network: 0.0020279884338378906 seconds
RMSE for Neural Network: 423.9276730093532
MAE for Neural Network: 338.6084251813052
Training time for Neural Network: 0.5344944000244141 seconds
Testing time for Neural Network: 0.001397848129272461 seconds
RMSE for Neural Network: 0.3405032854263674
MAE for Neural Network: 0.2671394472255147
Training time for Neural Network: 0.5026278495788574 seconds
Testing time for Neural Network: 0.0007627010345458984 seconds
RMSE for Neural Network: 421.6508359772861
MAE for Neural Network: 335.7535124775059
Training time for Neural Network: 0.5081589221954346 seconds
Testing time for Neural Network: 0.0009849071502685547 seconds
RMSE for Neural Network: 0.3571268110148437
MAE for Neural Network: 0.26780957597368493
Training time for Neural Network: 1.1592512130737305 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 422.1472709241063
MAE for Neural Network: 336.37674118361605
Training time for Neural Network: 0.5296299457550049 seconds
Testing time for Neural Network: 0.0006577968597412109 seconds
RMSE for Neural Network: 422.7121383857757
MAE for Neural Network: 337.0853684147589
Training time for Neural Network: 0.9282968044281006 seconds
Testing time for Neural Network: 0.0026721954345703125 seconds
RMSE for Neural Network: 0.237832934458665
MAE for Neural Network: 0.1995746911904824
Training time for Neural Network: 0.4881150722503662 seconds
Testing time for Neural Network: 0.0012788772583007812 seconds
RMSE for Neural Network: 423.7674436842915
MAE for Neural Network: 338.4078013098364
Training time for Neural Network: 0.5602281093597412 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 2.390073474044147
MAE for Neural Network: 2.017317994850601
Training time for Neural Network: 0.8085389137268066 seconds
Testing time for Neural Network: 0.0013413429260253906 seconds
RMSE for Neural Network: 0.16779625881575944
MAE for Neural Network: 0.12936072508060292
Training time for Neural Network: 0.6788828372955322 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 422.3861949602648
MAE for Neural Network: 336.67653816927805
Training time for Neural Network: 0.4629030227661133 seconds
Testing time for Neural Network: 0.0007460117340087891 seconds
RMSE for Neural Network: 0.37751450104997314
MAE for Neural Network: 0.30848185003187484
Training time for Neural Network: 0.45847606658935547 seconds
Testing time for Neural Network: 0.0005898475646972656 seconds
RMSE for Neural Network: 422.0285748163677
MAE for Neural Network: 336.2277674764132
Training time for Neural Network: 0.6627902984619141 seconds
Testing time for Neural Network: 0.0029230117797851562 seconds
RMSE for Neural Network: 422.2497762642995
MAE for Neural Network: 336.5053747206566
Training time for Neural Network: 0.6150639057159424 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 0.26660925100729005
MAE for Neural Network: 0.20902177747278702
Training time for Neural Network: 0.6190152168273926 seconds
Testing time for Neural Network: 0.0006306171417236328 seconds
RMSE for Neural Network: 0.41676133193528886
MAE for Neural Network: 0.3288203053406008
Training time for Neural Network: 0.46274399757385254 seconds
Testing time for Neural Network: 0.0006451606750488281 seconds
RMSE for Neural Network: 0.8161743781688366
MAE for Neural Network: 0.6790242882888972
Training time for Neural Network: 0.20957207679748535 seconds
Testing time for Neural Network: 0.0016689300537109375 seconds
RMSE for Neural Network: 0.5908906624094169
MAE for Neural Network: 0.4939864744814653
Training time for Neural Network: 0.574908971786499 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 422.77371950696045
MAE for Neural Network: 337.1625892153347
Training time for Neural Network: 0.7309122085571289 seconds
Testing time for Neural Network: 0.0010058879852294922 seconds
RMSE for Neural Network: 424.25636767589975
MAE for Neural Network: 339.01985070816545
Training time for Neural Network: 0.49327611923217773 seconds
Testing time for Neural Network: 0.0019860267639160156 seconds
RMSE for Neural Network: 422.79107175253506
MAE for Neural Network: 337.18434722610675
Training time for Neural Network: 0.29097414016723633 seconds
Testing time for Neural Network: 0.0005352497100830078 seconds
RMSE for Neural Network: 10.104356950684796
MAE for Neural Network: 8.547821321256986
Training time for Neural Network: 0.49632787704467773 seconds
Testing time for Neural Network: 0.0005891323089599609 seconds
RMSE for Neural Network: 424.1766638208195
MAE for Neural Network: 338.92010237045395
Training time for Neural Network: 0.6494719982147217 seconds
Testing time for Neural Network: 0.0006237030029296875 seconds
RMSE for Neural Network: 422.403101212625
MAE for Neural Network: 336.69774809861985
Training time for Neural Network: 0.6994061470031738 seconds
Testing time for Neural Network: 0.0007920265197753906 seconds
RMSE for Neural Network: 424.3548452394681
MAE for Neural Network: 339.1430794500331
Training time for Neural Network: 0.6191859245300293 seconds
Testing time for Neural Network: 0.002746105194091797 seconds
RMSE for Neural Network: 0.5234992626175873
MAE for Neural Network: 0.4179484483295988
Training time for Neural Network: 0.5674331188201904 seconds
Testing time for Neural Network: 0.0007250308990478516 seconds
RMSE for Neural Network: 423.45426753013453
MAE for Neural Network: 338.015547497628
Training time for Neural Network: 0.47024083137512207 seconds
Testing time for Neural Network: 0.0006039142608642578 seconds
RMSE for Neural Network: 423.3140236566632
MAE for Neural Network: 337.8398382148448
Training time for Neural Network: 0.685359001159668 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 424.0433293466481
MAE for Neural Network: 338.7532122711582
Training time for Neural Network: 0.6519391536712646 seconds
Testing time for Neural Network: 0.0018389225006103516 seconds
RMSE for Neural Network: 0.43814200489221655
MAE for Neural Network: 0.3644662561786683
Training time for Neural Network: 1.0556039810180664 seconds
Testing time for Neural Network: 0.00446009635925293 seconds
RMSE for Neural Network: 0.11289373740760358
MAE for Neural Network: 0.08894183475187661
Training time for Neural Network: 1.145409107208252 seconds
Testing time for Neural Network: 0.0010209083557128906 seconds
RMSE for Neural Network: 0.6248405396518397
MAE for Neural Network: 0.4912362319147958
Training time for Neural Network: 0.6149389743804932 seconds
Testing time for Neural Network: 0.0019910335540771484 seconds
RMSE for Neural Network: 423.5739707781235
MAE for Neural Network: 338.16549555119485
Training time for Neural Network: 0.612048864364624 seconds
Testing time for Neural Network: 0.0006401538848876953 seconds
RMSE for Neural Network: 423.999694036267
MAE for Neural Network: 338.698589019037
Training time for Neural Network: 0.48291683197021484 seconds
Testing time for Neural Network: 0.0006031990051269531 seconds
RMSE for Neural Network: 422.7117849726302
MAE for Neural Network: 337.08492522713874
Training time for Neural Network: 0.7010219097137451 seconds
Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 421.79804564131206
MAE for Neural Network: 335.93836483418926
Training time for Neural Network: 0.9584219455718994 seconds
Testing time for Neural Network: 0.003799915313720703 seconds
RMSE for Neural Network: 0.15412768372785388
MAE for Neural Network: 0.12100020910014277
Training time for Neural Network: 0.5412600040435791 seconds
Testing time for Neural Network: 0.0007519721984863281 seconds
RMSE for Neural Network: 421.78111135102716
MAE for Neural Network: 335.9171022040202
Training time for Neural Network: 1.1155619621276855 seconds
Testing time for Neural Network: 0.002435922622680664 seconds
RMSE for Neural Network: 422.5655296766
MAE for Neural Network: 336.90149974659363
Training time for Neural Network: 0.7340288162231445 seconds
Testing time for Neural Network: 0.0006780624389648438 seconds
RMSE for Neural Network: 0.27128645669024903
MAE for Neural Network: 0.2116261029615066
Training time for Neural Network: 0.8607890605926514 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.239650236967636
MAE for Neural Network: 0.1798340867915477
Training time for Neural Network: 0.7331349849700928 seconds
Testing time for Neural Network: 0.0007839202880859375 seconds
RMSE for Neural Network: 0.48194708244018203
MAE for Neural Network: 0.36796943819235134
Training time for Neural Network: 0.5431811809539795 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 424.1573193738343
MAE for Neural Network: 338.89589144608317
Training time for Neural Network: 0.5430037975311279 seconds
Testing time for Neural Network: 0.0045702457427978516 seconds
RMSE for Neural Network: 423.2803739683944
MAE for Neural Network: 337.79767412974047
Training time for Neural Network: 0.4436519145965576 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 422.0597534965939
MAE for Neural Network: 336.2669017049465
Training time for Neural Network: 0.8317630290985107 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 421.67724439410216
MAE for Neural Network: 335.786676478448
Training time for Neural Network: 0.7789170742034912 seconds
Testing time for Neural Network: 0.002275705337524414 seconds
RMSE for Neural Network: 0.3217381178574367
MAE for Neural Network: 0.26472319182208043
Training time for Neural Network: 0.45972514152526855 seconds
Testing time for Neural Network: 0.0005788803100585938 seconds
RMSE for Neural Network: 4.190332958283447
MAE for Neural Network: 3.2379219321682466
Training time for Neural Network: 0.6563057899475098 seconds
Testing time for Neural Network: 0.0006089210510253906 seconds
RMSE for Neural Network: 0.14970574090253164
MAE for Neural Network: 0.11947056460704639
Training time for Neural Network: 0.658782958984375 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 0.7519728267747664
MAE for Neural Network: 0.6016336068473281
Training time for Neural Network: 0.6510460376739502 seconds
Testing time for Neural Network: 0.0034639835357666016 seconds
RMSE for Neural Network: 0.22699231272896647
MAE for Neural Network: 0.18005476089200342
Training time for Neural Network: 0.5786092281341553 seconds
Testing time for Neural Network: 0.000675201416015625 seconds
RMSE for Neural Network: 0.6328591251938716
MAE for Neural Network: 0.5260524093780458
Training time for Neural Network: 0.5817499160766602 seconds
Testing time for Neural Network: 0.0006608963012695312 seconds
RMSE for Neural Network: 422.14472700401024
MAE for Neural Network: 336.3735486002562
Training time for Neural Network: 1.3290839195251465 seconds
Testing time for Neural Network: 0.0006682872772216797 seconds
RMSE for Neural Network: 421.8651323599166
MAE for Neural Network: 336.0225938262016
Training time for Neural Network: 0.6476097106933594 seconds
Testing time for Neural Network: 0.0007522106170654297 seconds
RMSE for Neural Network: 0.3151679437598589
MAE for Neural Network: 0.24083537933819407
Training time for Neural Network: 0.12055492401123047 seconds
Testing time for Neural Network: 0.0007288455963134766 seconds
RMSE for Neural Network: 1.7401821944585298
MAE for Neural Network: 1.2545372661656777
Training time for Neural Network: 0.45878005027770996 seconds
Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 0.7965175409596021
MAE for Neural Network: 0.5892909778473171
Training time for Neural Network: 0.4791569709777832 seconds
Testing time for Neural Network: 0.0007269382476806641 seconds
RMSE for Neural Network: 424.09147222083027
MAE for Neural Network: 338.8134744532303
Training time for Neural Network: 0.6044631004333496 seconds
Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 0.18073685847707874
MAE for Neural Network: 0.13992030312564896
Training time for Neural Network: 0.6488709449768066 seconds
Testing time for Neural Network: 0.0019872188568115234 seconds
RMSE for Neural Network: 0.35402681550656523
MAE for Neural Network: 0.2828768027729531
Training time for Neural Network: 0.579993724822998 seconds
Testing time for Neural Network: 0.0026869773864746094 seconds
RMSE for Neural Network: 423.00844848113826
MAE for Neural Network: 337.45687301795823
Training time for Neural Network: 0.5080070495605469 seconds
Testing time for Neural Network: 0.0014209747314453125 seconds
RMSE for Neural Network: 0.24803255397832272
MAE for Neural Network: 0.1935130575520823
Training time for Neural Network: 0.3915257453918457 seconds
Testing time for Neural Network: 0.0007963180541992188 seconds
RMSE for Neural Network: 0.9159108695470878
MAE for Neural Network: 0.7240927314253746
Training time for Neural Network: 0.5013749599456787 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 0.2803304717095247
MAE for Neural Network: 0.2012596586841596
Training time for Neural Network: 0.40756702423095703 seconds
Testing time for Neural Network: 0.0007278919219970703 seconds
RMSE for Neural Network: 424.2439300551835
MAE for Neural Network: 339.00428588633804
Training time for Neural Network: 0.6511900424957275 seconds
Testing time for Neural Network: 0.0011820793151855469 seconds
RMSE for Neural Network: 423.17236112741614
MAE for Neural Network: 337.6623178306854
Training time for Neural Network: 0.7089018821716309 seconds
Testing time for Neural Network: 0.0005998611450195312 seconds
RMSE for Neural Network: 0.17468610876564566
MAE for Neural Network: 0.12578816289175573
Training time for Neural Network: 0.6431658267974854 seconds
Testing time for Neural Network: 0.0007627010345458984 seconds
RMSE for Neural Network: 0.1601390130404457
MAE for Neural Network: 0.1250113115355824
Training time for Neural Network: 0.5473949909210205 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 0.12087717638575862
MAE for Neural Network: 0.09813589264396011
Training time for Neural Network: 0.41047072410583496 seconds
Testing time for Neural Network: 0.0005509853363037109 seconds
RMSE for Neural Network: 0.6426661181973721
MAE for Neural Network: 0.5267598890473774
Training time for Neural Network: 0.5854501724243164 seconds
Testing time for Neural Network: 0.0006120204925537109 seconds
RMSE for Neural Network: 0.20155435146465023
MAE for Neural Network: 0.16222253399005013
Training time for Neural Network: 0.5525898933410645 seconds
Testing time for Neural Network: 0.0031769275665283203 seconds
RMSE for Neural Network: 0.27792236145421806
MAE for Neural Network: 0.20740279548911836
Training time for Neural Network: 0.6694560050964355 seconds
Testing time for Neural Network: 0.0014939308166503906 seconds
RMSE for Neural Network: 423.0020880976804
MAE for Neural Network: 337.448900125095
Training time for Neural Network: 0.7140517234802246 seconds
Testing time for Neural Network: 0.0007030963897705078 seconds
RMSE for Neural Network: 424.164201539102
MAE for Neural Network: 338.9045050275115
Training time for Neural Network: 0.4747638702392578 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 0.306592487881904
MAE for Neural Network: 0.26220533776666455
Training time for Neural Network: 0.7935957908630371 seconds
Testing time for Neural Network: 0.006312370300292969 seconds
RMSE for Neural Network: 421.74474927841464
MAE for Neural Network: 335.87144446134647
Training time for Neural Network: 0.5801389217376709 seconds
Testing time for Neural Network: 0.002296924591064453 seconds
RMSE for Neural Network: 423.45477233892376
MAE for Neural Network: 338.01617990452513
Training time for Neural Network: 0.4788548946380615 seconds
Testing time for Neural Network: 0.0006382465362548828 seconds
RMSE for Neural Network: 422.8245184977131
MAE for Neural Network: 337.22628471615536
Training time for Neural Network: 0.657512903213501 seconds
Testing time for Neural Network: 0.0006451606750488281 seconds
RMSE for Neural Network: 0.573402570360729
MAE for Neural Network: 0.47572241644531615
Training time for Neural Network: 0.6815788745880127 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 0.2708790347409238
MAE for Neural Network: 0.20955930422647093
Training time for Neural Network: 1.5940170288085938 seconds
Testing time for Neural Network: 0.0006787776947021484 seconds
RMSE for Neural Network: 424.1980260749156
MAE for Neural Network: 338.94683799453475
Training time for Neural Network: 0.7649240493774414 seconds
Testing time for Neural Network: 0.0014619827270507812 seconds
RMSE for Neural Network: 423.3288401014799
MAE for Neural Network: 337.8584030659929
Training time for Neural Network: 0.6225941181182861 seconds
Testing time for Neural Network: 0.0006058216094970703 seconds
RMSE for Neural Network: 1.588373736619191
MAE for Neural Network: 1.3607161012272833
Training time for Neural Network: 0.5761499404907227 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.28210711878632344
MAE for Neural Network: 0.2275227280015849
Training time for Neural Network: 0.5833489894866943 seconds
Testing time for Neural Network: 0.0008120536804199219 seconds
RMSE for Neural Network: 0.5335297068707552
MAE for Neural Network: 0.46498408338380515
Training time for Neural Network: 0.5998492240905762 seconds
Testing time for Neural Network: 0.0009927749633789062 seconds
RMSE for Neural Network: 0.562542076355803
MAE for Neural Network: 0.46519749701284085
Training time for Neural Network: 0.7691988945007324 seconds
Testing time for Neural Network: 0.0007872581481933594 seconds
RMSE for Neural Network: 4.286969317906707
MAE for Neural Network: 3.759975825250606
Training time for Neural Network: 0.636627197265625 seconds
Testing time for Neural Network: 0.0006136894226074219 seconds
RMSE for Neural Network: 0.23667408884210214
MAE for Neural Network: 0.17908383273497655
Training time for Neural Network: 0.5435619354248047 seconds
Testing time for Neural Network: 0.0007512569427490234 seconds
RMSE for Neural Network: 0.3999398130317968
MAE for Neural Network: 0.32535625164276455
Training time for Neural Network: 0.5563867092132568 seconds
Testing time for Neural Network: 0.0006041526794433594 seconds
RMSE for Neural Network: 0.1542402989965872
MAE for Neural Network: 0.11916987814042318
Training time for Neural Network: 0.4514448642730713 seconds
Testing time for Neural Network: 0.0023088455200195312 seconds
RMSE for Neural Network: 1.0341519861641248
MAE for Neural Network: 0.8709062666609383
Training time for Neural Network: 0.7678561210632324 seconds
Testing time for Neural Network: 0.0006961822509765625 seconds
RMSE for Neural Network: 422.3951049778268
MAE for Neural Network: 336.6877163929029
Training time for Neural Network: 0.8053510189056396 seconds
Testing time for Neural Network: 0.0017278194427490234 seconds
RMSE for Neural Network: 424.3576529793808
MAE for Neural Network: 339.146592645138
Training time for Neural Network: 0.6140730381011963 seconds
Testing time for Neural Network: 0.0016341209411621094 seconds
RMSE for Neural Network: 0.42803354412332467
MAE for Neural Network: 0.3450965037765459
Training time for Neural Network: 0.6492221355438232 seconds
Testing time for Neural Network: 0.003185749053955078 seconds
RMSE for Neural Network: 0.1557386454508066
MAE for Neural Network: 0.12106751756976704
Training time for Neural Network: 0.5869159698486328 seconds
Testing time for Neural Network: 0.0006060600280761719 seconds
RMSE for Neural Network: 423.7398224254254
MAE for Neural Network: 338.3732122520481
Training time for Neural Network: 0.6201498508453369 seconds
Testing time for Neural Network: 0.001608133316040039 seconds
RMSE for Neural Network: 0.2134576965423071
MAE for Neural Network: 0.15620017811986833
Training time for Neural Network: 0.7269999980926514 seconds
Testing time for Neural Network: 0.0009131431579589844 seconds
RMSE for Neural Network: 424.09663073236425
MAE for Neural Network: 338.8199313192508
Training time for Neural Network: 0.6404650211334229 seconds
Testing time for Neural Network: 0.0014719963073730469 seconds
RMSE for Neural Network: 0.3360752830626636
MAE for Neural Network: 0.2643735656733074
Training time for Neural Network: 0.576632022857666 seconds
Testing time for Neural Network: 0.004433870315551758 seconds
RMSE for Neural Network: 0.4750457062743604
MAE for Neural Network: 0.38518399977054135
Training time for Neural Network: 0.7104709148406982 seconds
Testing time for Neural Network: 0.003126859664916992 seconds
RMSE for Neural Network: 0.45716726448276623
MAE for Neural Network: 0.35227985947836177
Training time for Neural Network: 0.5445947647094727 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 0.24571867808247141
MAE for Neural Network: 0.1942837435239508
Training time for Neural Network: 0.5254218578338623 seconds
Testing time for Neural Network: 0.002179861068725586 seconds
RMSE for Neural Network: 0.3214961202860312
MAE for Neural Network: 0.23769550468734907
Training time for Neural Network: 0.6685261726379395 seconds
Testing time for Neural Network: 0.0030388832092285156 seconds
RMSE for Neural Network: 422.1527874684451
MAE for Neural Network: 336.38366432990864
Training time for Neural Network: 1.071864128112793 seconds
Testing time for Neural Network: 0.000621795654296875 seconds
RMSE for Neural Network: 0.2996203968745807
MAE for Neural Network: 0.22962627353319046
Training time for Neural Network: 0.40027904510498047 seconds
Testing time for Neural Network: 0.0006279945373535156 seconds
RMSE for Neural Network: 422.27981312396855
MAE for Neural Network: 336.54306445483667
Training time for Neural Network: 0.5302479267120361 seconds
Testing time for Neural Network: 0.0006399154663085938 seconds
RMSE for Neural Network: 420.6440815168208
MAE for Neural Network: 335.02267640274727
Training time for Neural Network: 0.5824050903320312 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.2349890917603074
MAE for Neural Network: 0.17996754710297252
Training time for Neural Network: 0.44457077980041504 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.8965704898949122
MAE for Neural Network: 0.7284523620408935
Training time for Neural Network: 0.3694469928741455 seconds
Testing time for Neural Network: 0.0008189678192138672 seconds
RMSE for Neural Network: 422.39944080303155
MAE for Neural Network: 336.69315593185473
Training time for Neural Network: 0.47116684913635254 seconds
Testing time for Neural Network: 0.0007660388946533203 seconds
RMSE for Neural Network: 0.23514846636231204
MAE for Neural Network: 0.19664057448234223
Training time for Neural Network: 0.477741003036499 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 9.300202977612175
MAE for Neural Network: 7.777356521051527
Training time for Neural Network: 0.7347350120544434 seconds
Testing time for Neural Network: 0.0045070648193359375 seconds
RMSE for Neural Network: 423.7095137667689
MAE for Neural Network: 338.3352563909211
Training time for Neural Network: 0.9687812328338623 seconds
Testing time for Neural Network: 0.0006780624389648438 seconds
RMSE for Neural Network: 423.10126187859726
MAE for Neural Network: 337.5732090434605
Training time for Neural Network: 0.6477310657501221 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
RMSE for Neural Network: 0.22028638388074392
MAE for Neural Network: 0.16785770196949784
Training time for Neural Network: 0.5809280872344971 seconds
Testing time for Neural Network: 0.0007531642913818359 seconds
RMSE for Neural Network: 0.3369325693622817
MAE for Neural Network: 0.2712859445845362
Training time for Neural Network: 0.5334060192108154 seconds
Testing time for Neural Network: 0.0016808509826660156 seconds
RMSE for Neural Network: 423.1665445006679
MAE for Neural Network: 337.6550281652478
Training time for Neural Network: 1.0467100143432617 seconds
Testing time for Neural Network: 0.002312898635864258 seconds
RMSE for Neural Network: 0.5837994778470003
MAE for Neural Network: 0.4631730471570114
Training time for Neural Network: 0.7859110832214355 seconds
Testing time for Neural Network: 0.0054569244384765625 seconds
RMSE for Neural Network: 421.9695007479888
MAE for Neural Network: 336.15361551252937
Training time for Neural Network: 0.8126747608184814 seconds
Testing time for Neural Network: 0.0012722015380859375 seconds
RMSE for Neural Network: 424.3223847561911
MAE for Neural Network: 339.1024621936851
Training time for Neural Network: 0.33480191230773926 seconds
Testing time for Neural Network: 0.001168966293334961 seconds
RMSE for Neural Network: 2.669845318753472
MAE for Neural Network: 2.226645659007607
Training time for Neural Network: 0.6570141315460205 seconds
Testing time for Neural Network: 0.001497030258178711 seconds
RMSE for Neural Network: 0.14202042292430228
MAE for Neural Network: 0.10017422216333052
Training time for Neural Network: 0.5570077896118164 seconds
Testing time for Neural Network: 0.006225109100341797 seconds
RMSE for Neural Network: 0.4962656520099936
MAE for Neural Network: 0.3860635662115876
Training time for Neural Network: 0.39905810356140137 seconds
Testing time for Neural Network: 0.000782012939453125 seconds
RMSE for Neural Network: 423.15860866782197
MAE for Neural Network: 337.64508252057436
Training time for Neural Network: 0.6278331279754639 seconds
Testing time for Neural Network: 0.0029838085174560547 seconds
RMSE for Neural Network: 424.2733179837816
MAE for Neural Network: 339.04106242991503
Training time for Neural Network: 0.3135852813720703 seconds
Testing time for Neural Network: 0.0006346702575683594 seconds
RMSE for Neural Network: 422.86890212579647
MAE for Neural Network: 337.28193258120865
Training time for Neural Network: 0.5465829372406006 seconds
Testing time for Neural Network: 0.0011909008026123047 seconds
RMSE for Neural Network: 422.87186289974426
MAE for Neural Network: 337.28564465885387
Training time for Neural Network: 1.3504528999328613 seconds
Testing time for Neural Network: 0.004293918609619141 seconds
RMSE for Neural Network: 423.5743547318256
MAE for Neural Network: 338.16597647770686
Training time for Neural Network: 0.5623178482055664 seconds
Testing time for Neural Network: 0.0033571720123291016 seconds
RMSE for Neural Network: 422.0530035341169
MAE for Neural Network: 336.258429563941
Training time for Neural Network: 0.9391369819641113 seconds
Testing time for Neural Network: 0.009674072265625 seconds
RMSE for Neural Network: 0.42750397298174825
MAE for Neural Network: 0.3479753884801661
Training time for Neural Network: 0.8636801242828369 seconds
Testing time for Neural Network: 0.0006809234619140625 seconds
RMSE for Neural Network: 0.16029778096145825
MAE for Neural Network: 0.12533568949028417
Training time for Neural Network: 0.607003927230835 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.07228297278749514
MAE for Neural Network: 0.05792834406923661
Training time for Neural Network: 0.7147679328918457 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 423.0687563848257
MAE for Neural Network: 337.5324670156065
Training time for Neural Network: 0.8998560905456543 seconds
Testing time for Neural Network: 0.009604215621948242 seconds
RMSE for Neural Network: 422.006476445461
MAE for Neural Network: 336.20002948029605
Training time for Neural Network: 1.1666171550750732 seconds
Testing time for Neural Network: 0.0024230480194091797 seconds
RMSE for Neural Network: 422.95806075060614
MAE for Neural Network: 337.3937089137141
Training time for Neural Network: 1.0789496898651123 seconds
Testing time for Neural Network: 0.0019910335540771484 seconds
RMSE for Neural Network: 422.7883355711631
MAE for Neural Network: 337.18091635748453
Training time for Neural Network: 1.2838921546936035 seconds
Testing time for Neural Network: 0.002227783203125 seconds
RMSE for Neural Network: 0.1641559633992864
MAE for Neural Network: 0.12945696773732276
Training time for Neural Network: 1.0763189792633057 seconds
Testing time for Neural Network: 0.001013040542602539 seconds
RMSE for Neural Network: 422.82483082240367
MAE for Neural Network: 337.22667631821895
Training time for Neural Network: 0.5924701690673828 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 423.9362353986507
MAE for Neural Network: 338.6191449765041
Training time for Neural Network: 0.8320508003234863 seconds
Testing time for Neural Network: 0.0035240650177001953 seconds
RMSE for Neural Network: 0.4147827665608714
MAE for Neural Network: 0.32927324699725313
Training time for Neural Network: 0.8945128917694092 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 424.01526618619107
MAE for Neural Network: 338.7180828057236
Training time for Neural Network: 0.8459630012512207 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 423.9317137549797
MAE for Neural Network: 338.6134840609166
Training time for Neural Network: 0.502722978591919 seconds
Testing time for Neural Network: 0.0009889602661132812 seconds
RMSE for Neural Network: 0.1404964582823011
MAE for Neural Network: 0.09063229757423706
Training time for Neural Network: 0.5019400119781494 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 422.65310739550887
MAE for Neural Network: 337.01133935183566
Training time for Neural Network: 0.5065560340881348 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 422.69004850690305
MAE for Neural Network: 337.05766682780944
Training time for Neural Network: 0.5601000785827637 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 423.73275151118145
MAE for Neural Network: 338.36435740762533
Training time for Neural Network: 0.4901618957519531 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 421.94756218797914
MAE for Neural Network: 336.12607589566306
Training time for Neural Network: 0.5708839893341064 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 0.16624049759677836
MAE for Neural Network: 0.13193042409975775
Training time for Neural Network: 0.7422769069671631 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 0.27266683422156746
MAE for Neural Network: 0.2118654811481423
Training time for Neural Network: 0.6619369983673096 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 424.21427233721204
MAE for Neural Network: 338.96717026170666
Training time for Neural Network: 1.1645948886871338 seconds
Testing time for Neural Network: 0.0011172294616699219 seconds
RMSE for Neural Network: 422.68377465157903
MAE for Neural Network: 337.04979901246844
Training time for Neural Network: 0.5320429801940918 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 1.2795367105054873
MAE for Neural Network: 1.0301632249714852
Training time for Neural Network: 0.8158168792724609 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 423.40286266565704
MAE for Neural Network: 337.9511470229266
Training time for Neural Network: 1.118326187133789 seconds
Testing time for Neural Network: 0.0030379295349121094 seconds
RMSE for Neural Network: 0.667774401535558
MAE for Neural Network: 0.5262998328906258
Training time for Neural Network: 0.8545987606048584 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 9.807872433171022
MAE for Neural Network: 8.291193207957956
Training time for Neural Network: 0.8003311157226562 seconds
Testing time for Neural Network: 0.0021829605102539062 seconds
RMSE for Neural Network: 1.0129771575005182
MAE for Neural Network: 0.7732997784923686
Training time for Neural Network: 0.9008100032806396 seconds
Testing time for Neural Network: 0.007376909255981445 seconds
RMSE for Neural Network: 0.4384322808858573
MAE for Neural Network: 0.3518341125366318
Training time for Neural Network: 1.013899803161621 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.25956038289826244
MAE for Neural Network: 0.21015124522250248
Training time for Neural Network: 1.6172683238983154 seconds
Testing time for Neural Network: 0.0027518272399902344 seconds
RMSE for Neural Network: 424.034347367045
MAE for Neural Network: 338.741968772153
Training time for Neural Network: 1.8548800945281982 seconds
Testing time for Neural Network: 0.00384521484375 seconds
RMSE for Neural Network: 424.27716518837667
MAE for Neural Network: 339.04587677912207
Training time for Neural Network: 0.9140138626098633 seconds
Testing time for Neural Network: 0.00448298454284668 seconds
RMSE for Neural Network: 423.80415259711816
MAE for Neural Network: 338.45376851085575
Training time for Neural Network: 0.5898358821868896 seconds
Testing time for Neural Network: 0.0007088184356689453 seconds
RMSE for Neural Network: 423.1284346804014
MAE for Neural Network: 337.6072657626392
Training time for Neural Network: 0.8122680187225342 seconds
Testing time for Neural Network: 0.0018138885498046875 seconds
RMSE for Neural Network: 1.012417579718547
MAE for Neural Network: 0.8184577793026767
Training time for Neural Network: 0.6776478290557861 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 27.079174122242247
MAE for Neural Network: 21.143576685864822
Training time for Neural Network: 0.643395185470581 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 0.47360811487006477
MAE for Neural Network: 0.3898415925769275
Training time for Neural Network: 0.7837808132171631 seconds
Testing time for Neural Network: 0.0008461475372314453 seconds
RMSE for Neural Network: 0.37016669222747123
MAE for Neural Network: 0.28010138881143837
Training time for Neural Network: 1.0259389877319336 seconds
Testing time for Neural Network: 0.003687143325805664 seconds
RMSE for Neural Network: 422.17972552554465
MAE for Neural Network: 336.4174702738588
Training time for Neural Network: 1.0915379524230957 seconds
Testing time for Neural Network: 0.0046269893646240234 seconds
RMSE for Neural Network: 423.9400951230585
MAE for Neural Network: 338.62397716875637
Training time for Neural Network: 0.7685198783874512 seconds
Testing time for Neural Network: 0.0006978511810302734 seconds
RMSE for Neural Network: 422.99606139913396
MAE for Neural Network: 337.4413454510552
Training time for Neural Network: 0.47943902015686035 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 422.7559934379308
MAE for Neural Network: 337.14036193895606
Training time for Neural Network: 0.6711165904998779 seconds
Testing time for Neural Network: 0.0007271766662597656 seconds
RMSE for Neural Network: 0.16102548435378192
MAE for Neural Network: 0.1242588011096765
Training time for Neural Network: 0.5386309623718262 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 0.2328262731226406
MAE for Neural Network: 0.18517445742891347
Training time for Neural Network: 0.625006914138794 seconds
Testing time for Neural Network: 0.0017402172088623047 seconds
RMSE for Neural Network: 422.72446598352406
MAE for Neural Network: 337.1008273524319
Training time for Neural Network: 0.6490941047668457 seconds
Testing time for Neural Network: 0.0006291866302490234 seconds
RMSE for Neural Network: 15.77340586587613
MAE for Neural Network: 13.114348685603973
Training time for Neural Network: 0.5889847278594971 seconds
Testing time for Neural Network: 0.0006582736968994141 seconds
RMSE for Neural Network: 423.590287994698
MAE for Neural Network: 338.1859336874757
Training time for Neural Network: 0.3058929443359375 seconds
Testing time for Neural Network: 0.0005660057067871094 seconds
RMSE for Neural Network: 19.2762815488372
MAE for Neural Network: 15.936066766634426
Training time for Neural Network: 0.6767170429229736 seconds
Testing time for Neural Network: 0.002591848373413086 seconds
RMSE for Neural Network: 422.9366134356687
MAE for Neural Network: 337.36682208698403
Training time for Neural Network: 0.5870420932769775 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.5238259975086837
MAE for Neural Network: 0.42180131117996156
Training time for Neural Network: 0.8804237842559814 seconds
Testing time for Neural Network: 0.000701904296875 seconds
RMSE for Neural Network: 0.17959272051981098
MAE for Neural Network: 0.1396433660557606
Training time for Neural Network: 0.950951099395752 seconds
Testing time for Neural Network: 0.002318859100341797 seconds
RMSE for Neural Network: 424.26576818061557
MAE for Neural Network: 339.03161461805644
Training time for Neural Network: 1.042037010192871 seconds
Testing time for Neural Network: 0.0010218620300292969 seconds
RMSE for Neural Network: 423.7219277414755
MAE for Neural Network: 338.3508027322984
Training time for Neural Network: 0.7952401638031006 seconds
Testing time for Neural Network: 0.003011941909790039 seconds
RMSE for Neural Network: 422.3288328348398
MAE for Neural Network: 336.6045702367639
Training time for Neural Network: 1.3973307609558105 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 422.9765460847186
MAE for Neural Network: 337.41688191078504
Training time for Neural Network: 0.7410528659820557 seconds
Testing time for Neural Network: 0.004340171813964844 seconds
RMSE for Neural Network: 0.617629170294286
MAE for Neural Network: 0.4815079369202455
Training time for Neural Network: 0.6696088314056396 seconds
Testing time for Neural Network: 0.0006611347198486328 seconds
RMSE for Neural Network: 422.1037031032655
MAE for Neural Network: 336.32206266334686
Training time for Neural Network: 0.5194211006164551 seconds
Testing time for Neural Network: 0.003929853439331055 seconds
RMSE for Neural Network: 0.8619368961649255
MAE for Neural Network: 0.7138114823604953
Training time for Neural Network: 0.47973203659057617 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
RMSE for Neural Network: 0.4384069721860687
MAE for Neural Network: 0.3552788264101124
Training time for Neural Network: 0.5121710300445557 seconds
Testing time for Neural Network: 0.0006990432739257812 seconds
RMSE for Neural Network: 2.319239750177704
MAE for Neural Network: 1.9303155115772512
Training time for Neural Network: 0.34113192558288574 seconds
Testing time for Neural Network: 0.0006377696990966797 seconds
RMSE for Neural Network: 422.52015335984026
MAE for Neural Network: 336.84458383037935
Training time for Neural Network: 0.34812498092651367 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 12.183085189011011
MAE for Neural Network: 10.3850611904243
Training time for Neural Network: 1.0314559936523438 seconds
Testing time for Neural Network: 0.000782012939453125 seconds
RMSE for Neural Network: 0.4727143688081746
MAE for Neural Network: 0.3724020108459212
Training time for Neural Network: 0.16989803314208984 seconds
Testing time for Neural Network: 0.0006089210510253906 seconds
RMSE for Neural Network: 0.9151773880779493
MAE for Neural Network: 0.7467231247244129
Training time for Neural Network: 0.4729139804840088 seconds
Testing time for Neural Network: 0.0016701221466064453 seconds
RMSE for Neural Network: 424.22011378164996
MAE for Neural Network: 338.974480746788
Training time for Neural Network: 0.4749867916107178 seconds
Testing time for Neural Network: 0.0026221275329589844 seconds
RMSE for Neural Network: 0.14072387485453688
MAE for Neural Network: 0.1126935139040873
Training time for Neural Network: 0.44111204147338867 seconds
Testing time for Neural Network: 0.001110076904296875 seconds
RMSE for Neural Network: 0.33261772252997246
MAE for Neural Network: 0.2289048937590166
Training time for Neural Network: 0.5194041728973389 seconds
Testing time for Neural Network: 0.0015420913696289062 seconds
RMSE for Neural Network: 423.903395608163
MAE for Neural Network: 338.578030103504
Training time for Neural Network: 0.49431395530700684 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.4853771152409713
MAE for Neural Network: 0.3655864427541689
Training time for Neural Network: 0.4040687084197998 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 423.85752181552056
MAE for Neural Network: 338.52059384952196
Training time for Neural Network: 0.6893999576568604 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 1.9892108185560238
MAE for Neural Network: 1.614674992823863
Training time for Neural Network: 0.4935002326965332 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 423.42473435206995
MAE for Neural Network: 337.97854861183055
Training time for Neural Network: 0.36029481887817383 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 423.25644617740505
MAE for Neural Network: 337.76769071562353
Training time for Neural Network: 0.4279961585998535 seconds
Testing time for Neural Network: 0.0015101432800292969 seconds
RMSE for Neural Network: 0.29452957161099214
MAE for Neural Network: 0.2445065601684675
Training time for Neural Network: 0.43874096870422363 seconds
Testing time for Neural Network: 0.0007607936859130859 seconds
RMSE for Neural Network: 421.99165079049595
MAE for Neural Network: 336.1814197684435
Training time for Neural Network: 0.4161100387573242 seconds
Testing time for Neural Network: 0.0014369487762451172 seconds
RMSE for Neural Network: 0.23335414588620565
MAE for Neural Network: 0.1795426417086881
Training time for Neural Network: 0.603503942489624 seconds
Testing time for Neural Network: 0.0010440349578857422 seconds
RMSE for Neural Network: 421.74505464491125
MAE for Neural Network: 335.8718279017722
Training time for Neural Network: 0.39861392974853516 seconds
Testing time for Neural Network: 0.0006737709045410156 seconds
RMSE for Neural Network: 0.14809612671984043
MAE for Neural Network: 0.11960726944852915
Training time for Neural Network: 0.347912073135376 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 423.85684075195786
MAE for Neural Network: 338.5197410977226
Training time for Neural Network: 0.5302221775054932 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 422.46866179943993
MAE for Neural Network: 336.77999326451686
Training time for Neural Network: 0.8839631080627441 seconds
Testing time for Neural Network: 0.0006468296051025391 seconds
RMSE for Neural Network: 424.06682970116856
MAE for Neural Network: 338.7826290018991
Training time for Neural Network: 0.789780855178833 seconds
Testing time for Neural Network: 0.0007669925689697266 seconds
RMSE for Neural Network: 0.3478992884476947
MAE for Neural Network: 0.27338548260200185
Training time for Neural Network: 0.8085830211639404 seconds
Testing time for Neural Network: 0.0011279582977294922 seconds
RMSE for Neural Network: 0.1254285194561216
MAE for Neural Network: 0.09178770140288586
Training time for Neural Network: 1.0161242485046387 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 423.24397684105827
MAE for Neural Network: 337.7520652681087
Training time for Neural Network: 0.6478960514068604 seconds
Testing time for Neural Network: 0.0012450218200683594 seconds
RMSE for Neural Network: 423.08364097108733
MAE for Neural Network: 337.55112341390674
Training time for Neural Network: 0.9251618385314941 seconds
Testing time for Neural Network: 0.004024028778076172 seconds
RMSE for Neural Network: 422.29172190552697
MAE for Neural Network: 336.55800696250475
Training time for Neural Network: 1.356877088546753 seconds
Testing time for Neural Network: 0.0013301372528076172 seconds
RMSE for Neural Network: 0.12209801435483082
MAE for Neural Network: 0.0921375516471052
Training time for Neural Network: 1.594541072845459 seconds
Testing time for Neural Network: 0.0072901248931884766 seconds
RMSE for Neural Network: 422.45992068795437
MAE for Neural Network: 336.7690280419374
Training time for Neural Network: 1.3528249263763428 seconds
Testing time for Neural Network: 0.0007040500640869141 seconds
RMSE for Neural Network: 84.00227789333813
MAE for Neural Network: 60.44306163442496
Training time for Neural Network: 0.9543430805206299 seconds
Testing time for Neural Network: 0.002485990524291992 seconds
RMSE for Neural Network: 0.1610266149260327
MAE for Neural Network: 0.12610177533866887
Training time for Neural Network: 0.8998689651489258 seconds
Testing time for Neural Network: 0.0006687641143798828 seconds
RMSE for Neural Network: 0.2917505299039244
MAE for Neural Network: 0.2315866409147766
Training time for Neural Network: 0.9971768856048584 seconds
Testing time for Neural Network: 0.0007081031799316406 seconds
RMSE for Neural Network: 423.2316403859332
MAE for Neural Network: 337.7366060769938
Training time for Neural Network: 0.6218900680541992 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 422.670935850593
MAE for Neural Network: 337.0336981274345
Training time for Neural Network: 0.9587781429290771 seconds
Testing time for Neural Network: 0.0022978782653808594 seconds
RMSE for Neural Network: 0.45313734121445665
MAE for Neural Network: 0.3577295375964151
Training time for Neural Network: 0.6802620887756348 seconds
Testing time for Neural Network: 0.0006229877471923828 seconds
RMSE for Neural Network: 0.4271443151065324
MAE for Neural Network: 0.34687128254857613
Training time for Neural Network: 0.3455619812011719 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 422.92836476350897
MAE for Neural Network: 337.3564811622481
Training time for Neural Network: 0.47314000129699707 seconds
Testing time for Neural Network: 0.0007178783416748047 seconds
RMSE for Neural Network: 422.47783275620304
MAE for Neural Network: 336.7914975634283
Training time for Neural Network: 0.5759170055389404 seconds
Testing time for Neural Network: 0.0015621185302734375 seconds
RMSE for Neural Network: 0.2627504889205868
MAE for Neural Network: 0.2035649783484559
Training time for Neural Network: 0.9938299655914307 seconds
Testing time for Neural Network: 0.001283884048461914 seconds
RMSE for Neural Network: 422.0350978136532
MAE for Neural Network: 336.2359550185231
Training time for Neural Network: 0.9175829887390137 seconds
Testing time for Neural Network: 0.0006587505340576172 seconds
RMSE for Neural Network: 422.76533645180575
MAE for Neural Network: 337.15207750486576
Training time for Neural Network: 0.630791187286377 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 421.9959814450246
MAE for Neural Network: 336.1868558055001
Training time for Neural Network: 0.7110230922698975 seconds
Testing time for Neural Network: 0.0008647441864013672 seconds
RMSE for Neural Network: 0.510001506770581
MAE for Neural Network: 0.39577213254924376
Training time for Neural Network: 0.7565081119537354 seconds
Testing time for Neural Network: 0.0031299591064453125 seconds
RMSE for Neural Network: 423.3678418642055
MAE for Neural Network: 337.9072700984598
Training time for Neural Network: 1.1912009716033936 seconds
Testing time for Neural Network: 0.0007138252258300781 seconds
RMSE for Neural Network: 422.99061811653576
MAE for Neural Network: 337.43452205612795
Training time for Neural Network: 1.1437549591064453 seconds
Testing time for Neural Network: 0.0014290809631347656 seconds
RMSE for Neural Network: 421.6814454639794
MAE for Neural Network: 335.7919521209964
Training time for Neural Network: 0.8571419715881348 seconds
Testing time for Neural Network: 0.003635883331298828 seconds
RMSE for Neural Network: 0.17287841816111846
MAE for Neural Network: 0.1345760953761434
Training time for Neural Network: 1.576218843460083 seconds
Testing time for Neural Network: 0.007449150085449219 seconds
RMSE for Neural Network: 0.7655809566872558
MAE for Neural Network: 0.6266294625598833
Training time for Neural Network: 1.3902778625488281 seconds
Testing time for Neural Network: 0.01737499237060547 seconds
RMSE for Neural Network: 0.14072640348991158
MAE for Neural Network: 0.10501291270580883
Training time for Neural Network: 1.0427131652832031 seconds
Testing time for Neural Network: 0.009296178817749023 seconds
RMSE for Neural Network: 0.287678503147316
MAE for Neural Network: 0.21502164525075343
Training time for Neural Network: 0.9196088314056396 seconds
Testing time for Neural Network: 0.0018830299377441406 seconds
RMSE for Neural Network: 422.2194620885119
MAE for Neural Network: 336.4673354531623
Training time for Neural Network: 0.6782939434051514 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
RMSE for Neural Network: 1.7943876942407775
MAE for Neural Network: 1.505910329101416
Training time for Neural Network: 0.8465268611907959 seconds
Testing time for Neural Network: 0.0006420612335205078 seconds
RMSE for Neural Network: 0.2239757136590827
MAE for Neural Network: 0.1810500529738402
Training time for Neural Network: 0.6521627902984619 seconds
Testing time for Neural Network: 0.013814210891723633 seconds
RMSE for Neural Network: 9.053717904447991
MAE for Neural Network: 7.475940545026015
Training time for Neural Network: 0.44527411460876465 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
RMSE for Neural Network: 0.7147398441540456
MAE for Neural Network: 0.5683055887968834
Training time for Neural Network: 0.8391528129577637 seconds
Testing time for Neural Network: 0.0007102489471435547 seconds
RMSE for Neural Network: 0.13288171884691674
MAE for Neural Network: 0.10528333891935115
Training time for Neural Network: 0.6636810302734375 seconds
Testing time for Neural Network: 0.0037047863006591797 seconds
RMSE for Neural Network: 423.0587764466167
MAE for Neural Network: 337.5199579123388
Training time for Neural Network: 0.6080658435821533 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 0.8951680312289819
MAE for Neural Network: 0.7084957406182264
Training time for Neural Network: 0.7498281002044678 seconds
Testing time for Neural Network: 0.0008420944213867188 seconds
RMSE for Neural Network: 423.087874920589
MAE for Neural Network: 337.55643019420984
Training time for Neural Network: 0.8179011344909668 seconds
Testing time for Neural Network: 0.0008466243743896484 seconds
RMSE for Neural Network: 0.28280700214700366
MAE for Neural Network: 0.22961062003314617
Training time for Neural Network: 0.7827022075653076 seconds
Testing time for Neural Network: 0.0006587505340576172 seconds
RMSE for Neural Network: 421.67173634790714
MAE for Neural Network: 335.77975950807013
Training time for Neural Network: 0.8734500408172607 seconds
Testing time for Neural Network: 0.0009009838104248047 seconds
RMSE for Neural Network: 0.23138987220850343
MAE for Neural Network: 0.17810927455022843
Training time for Neural Network: 0.6383507251739502 seconds
Testing time for Neural Network: 0.006594181060791016 seconds
RMSE for Neural Network: 423.51451930739245
MAE for Neural Network: 338.0910257975065
Training time for Neural Network: 0.8233010768890381 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 0.15829061365520203
MAE for Neural Network: 0.1277530598717923
Training time for Neural Network: 0.7993378639221191 seconds
Testing time for Neural Network: 0.0037689208984375 seconds
RMSE for Neural Network: 0.4550783115268228
MAE for Neural Network: 0.3130365844642956
Training time for Neural Network: 0.6319980621337891 seconds
Testing time for Neural Network: 0.00723719596862793 seconds
RMSE for Neural Network: 423.91690023527406
MAE for Neural Network: 338.5949378914603
Training time for Neural Network: 2.215261220932007 seconds
Testing time for Neural Network: 0.002047300338745117 seconds
RMSE for Neural Network: 1.1361075108781866
MAE for Neural Network: 0.8400069189086075
Training time for Neural Network: 0.7784671783447266 seconds
Testing time for Neural Network: 0.0006227493286132812 seconds
RMSE for Neural Network: 0.19547612523421223
MAE for Neural Network: 0.1490923491634527
Training time for Neural Network: 0.6977188587188721 seconds
Testing time for Neural Network: 0.0006330013275146484 seconds
RMSE for Neural Network: 0.30322274584988257
MAE for Neural Network: 0.238280386000019
Training time for Neural Network: 0.9411048889160156 seconds
Testing time for Neural Network: 0.0007028579711914062 seconds
RMSE for Neural Network: 421.78058029895413
MAE for Neural Network: 335.9164354091074
Training time for Neural Network: 0.5924942493438721 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 423.15081056131487
MAE for Neural Network: 337.6353093788272
Training time for Neural Network: 0.6864480972290039 seconds
Testing time for Neural Network: 0.0006089210510253906 seconds
RMSE for Neural Network: 422.587902114314
MAE for Neural Network: 336.92956040397445
Training time for Neural Network: 1.079002857208252 seconds
Testing time for Neural Network: 0.0007240772247314453 seconds
RMSE for Neural Network: 0.527234204725036
MAE for Neural Network: 0.42899931199402247
Training time for Neural Network: 1.5454390048980713 seconds
Testing time for Neural Network: 0.003298044204711914 seconds
RMSE for Neural Network: 423.7544310538307
MAE for Neural Network: 338.3915062444599
Training time for Neural Network: 0.9678778648376465 seconds
Testing time for Neural Network: 0.0013370513916015625 seconds
RMSE for Neural Network: 423.04849126688356
MAE for Neural Network: 337.50706603540175
Training time for Neural Network: 0.9641690254211426 seconds
Testing time for Neural Network: 0.011708259582519531 seconds
RMSE for Neural Network: 422.3220387129692
MAE for Neural Network: 336.59604579275316
Training time for Neural Network: 0.7672131061553955 seconds
Testing time for Neural Network: 0.0026831626892089844 seconds
RMSE for Neural Network: 423.3922400769783
MAE for Neural Network: 337.93783839345383
Training time for Neural Network: 1.1946492195129395 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 423.2053794666997
MAE for Neural Network: 337.7036968559743
Training time for Neural Network: 1.2073919773101807 seconds
Testing time for Neural Network: 0.0007040500640869141 seconds
RMSE for Neural Network: 422.8269510338537
MAE for Neural Network: 337.2293346985453
Training time for Neural Network: 1.3832261562347412 seconds
Testing time for Neural Network: 0.0007188320159912109 seconds
RMSE for Neural Network: 0.6744298357647757
MAE for Neural Network: 0.49526052605367993
Training time for Neural Network: 0.9710211753845215 seconds
Testing time for Neural Network: 0.00066375732421875 seconds
RMSE for Neural Network: 0.28830197808406766
MAE for Neural Network: 0.2200913434137508
Training time for Neural Network: 1.3514318466186523 seconds
Testing time for Neural Network: 0.0006449222564697266 seconds
RMSE for Neural Network: 1.0681248665869953
MAE for Neural Network: 0.8739067420367254
Training time for Neural Network: 5.406083106994629 seconds
Testing time for Neural Network: 0.0007097721099853516 seconds
RMSE for Neural Network: 422.9294309952145
MAE for Neural Network: 337.35781784712555
Training time for Neural Network: 2.8007941246032715 seconds
Testing time for Neural Network: 0.0015170574188232422 seconds
RMSE for Neural Network: 423.6733725841361
MAE for Neural Network: 338.28999437975506
Training time for Neural Network: 0.9763846397399902 seconds
Testing time for Neural Network: 0.003607034683227539 seconds
RMSE for Neural Network: 0.7875202935854608
MAE for Neural Network: 0.6124611659430939
Training time for Neural Network: 2.4279069900512695 seconds
Testing time for Neural Network: 0.0028650760650634766 seconds
RMSE for Neural Network: 423.12852131468793
MAE for Neural Network: 337.6073743427309
Training time for Neural Network: 0.9110987186431885 seconds
Testing time for Neural Network: 0.02515411376953125 seconds
RMSE for Neural Network: 0.2039253377798524
MAE for Neural Network: 0.16481658910383828
Training time for Neural Network: 3.6478960514068604 seconds
Testing time for Neural Network: 0.0032439231872558594 seconds
RMSE for Neural Network: 423.94219001504274
MAE for Neural Network: 338.62659986390486
Training time for Neural Network: 0.680185079574585 seconds
Testing time for Neural Network: 0.0008540153503417969 seconds
RMSE for Neural Network: 0.4845468755471599
MAE for Neural Network: 0.39798917438792364
Training time for Neural Network: 0.8664166927337646 seconds
Testing time for Neural Network: 0.001028299331665039 seconds
RMSE for Neural Network: 424.1621416659487
MAE for Neural Network: 338.9019269394656
Training time for Neural Network: 0.6021888256072998 seconds
Testing time for Neural Network: 0.0010340213775634766 seconds
RMSE for Neural Network: 422.6138116654697
MAE for Neural Network: 336.96205642632174
Training time for Neural Network: 0.9685900211334229 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 0.35171886408611974
MAE for Neural Network: 0.2885145156125293
Training time for Neural Network: 0.9936721324920654 seconds
Testing time for Neural Network: 0.001898050308227539 seconds
RMSE for Neural Network: 0.329221201011076
MAE for Neural Network: 0.2644274542622481
Training time for Neural Network: 1.0179572105407715 seconds
Testing time for Neural Network: 0.004273891448974609 seconds
RMSE for Neural Network: 0.4924538334154565
MAE for Neural Network: 0.31235624725640276
Training time for Neural Network: 0.9374117851257324 seconds
Testing time for Neural Network: 0.0006251335144042969 seconds
RMSE for Neural Network: 0.13988961827167712
MAE for Neural Network: 0.11091956571496757
Training time for Neural Network: 1.0174009799957275 seconds
Testing time for Neural Network: 0.0006017684936523438 seconds
RMSE for Neural Network: 0.36287181373108096
MAE for Neural Network: 0.29488059990247806
Training time for Neural Network: 0.8150160312652588 seconds
Testing time for Neural Network: 0.0006802082061767578 seconds
RMSE for Neural Network: 423.53847195203656
MAE for Neural Network: 338.1210299347034
Training time for Neural Network: 0.8258881568908691 seconds
Testing time for Neural Network: 0.0007040500640869141 seconds
RMSE for Neural Network: 423.79691256924445
MAE for Neural Network: 338.44470266775096
Training time for Neural Network: 0.5741672515869141 seconds
Testing time for Neural Network: 0.003386974334716797 seconds
RMSE for Neural Network: 423.160820188066
MAE for Neural Network: 337.64785413634013
Training time for Neural Network: 0.9043776988983154 seconds
Testing time for Neural Network: 0.0017430782318115234 seconds
RMSE for Neural Network: 0.7767011970505927
MAE for Neural Network: 0.6300045584654861
Training time for Neural Network: 0.9686000347137451 seconds
Testing time for Neural Network: 0.0007228851318359375 seconds
RMSE for Neural Network: 423.8981249347408
MAE for Neural Network: 338.5714311394682
Training time for Neural Network: 0.9351260662078857 seconds
Testing time for Neural Network: 0.005450010299682617 seconds
RMSE for Neural Network: 1.0530752053401837
MAE for Neural Network: 0.8885351952623131
Training time for Neural Network: 0.622020959854126 seconds
Testing time for Neural Network: 0.000640869140625 seconds
RMSE for Neural Network: 0.32168467941056084
MAE for Neural Network: 0.25155788163252113
Training time for Neural Network: 0.6137242317199707 seconds
Testing time for Neural Network: 0.0016312599182128906 seconds
RMSE for Neural Network: 0.1669837867372695
MAE for Neural Network: 0.12703562338362276
Training time for Neural Network: 0.609950065612793 seconds
Testing time for Neural Network: 0.006164073944091797 seconds
RMSE for Neural Network: 0.25268654789913025
MAE for Neural Network: 0.1982097863861995
Training time for Neural Network: 0.6004438400268555 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 0.2757224346660581
MAE for Neural Network: 0.21739690230756395
Training time for Neural Network: 1.2964186668395996 seconds
Testing time for Neural Network: 0.0006809234619140625 seconds
RMSE for Neural Network: 0.8743633968429665
MAE for Neural Network: 0.6618747474108992
Training time for Neural Network: 0.6918749809265137 seconds
Testing time for Neural Network: 0.0015521049499511719 seconds
RMSE for Neural Network: 0.14051001639281888
MAE for Neural Network: 0.11049817002903711
Training time for Neural Network: 0.7619900703430176 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 0.35073204142239467
MAE for Neural Network: 0.273010944353677
Training time for Neural Network: 0.5368270874023438 seconds
Testing time for Neural Network: 0.0006358623504638672 seconds
RMSE for Neural Network: 423.7017720799213
MAE for Neural Network: 338.3255611453325
Training time for Neural Network: 0.623938798904419 seconds
Testing time for Neural Network: 0.0006101131439208984 seconds
RMSE for Neural Network: 422.8940130496974
MAE for Neural Network: 337.3134149925201
Training time for Neural Network: 0.8009648323059082 seconds
Testing time for Neural Network: 0.0017960071563720703 seconds
RMSE for Neural Network: 422.25024860597773
MAE for Neural Network: 336.5059674187793
Training time for Neural Network: 0.6977701187133789 seconds
Testing time for Neural Network: 0.0006902217864990234 seconds
RMSE for Neural Network: 422.17177817757636
MAE for Neural Network: 336.40749686987544
Training time for Neural Network: 0.6313090324401855 seconds
Testing time for Neural Network: 0.002001047134399414 seconds
RMSE for Neural Network: 422.5475262039518
MAE for Neural Network: 336.87891825063474
Training time for Neural Network: 0.7591569423675537 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 421.937630462681
MAE for Neural Network: 336.1136082652717
Training time for Neural Network: 0.6332406997680664 seconds
Testing time for Neural Network: 0.0014820098876953125 seconds
RMSE for Neural Network: 0.18761966782672873
MAE for Neural Network: 0.1459862277457334
Training time for Neural Network: 0.6145610809326172 seconds
Testing time for Neural Network: 0.0011949539184570312 seconds
RMSE for Neural Network: 0.2876781525349562
MAE for Neural Network: 0.22697006234585385
Training time for Neural Network: 0.7733471393585205 seconds
Testing time for Neural Network: 0.0020380020141601562 seconds
RMSE for Neural Network: 421.88075884547425
MAE for Neural Network: 336.0422121470333
Training time for Neural Network: 0.6913151741027832 seconds
Testing time for Neural Network: 0.0014920234680175781 seconds
RMSE for Neural Network: 0.31679966597095116
MAE for Neural Network: 0.24819404539553083
Training time for Neural Network: 0.5166871547698975 seconds
Testing time for Neural Network: 0.0006170272827148438 seconds
RMSE for Neural Network: 0.6038527912018462
MAE for Neural Network: 0.48665894420208056
Training time for Neural Network: 0.6980528831481934 seconds
Testing time for Neural Network: 0.0007791519165039062 seconds
RMSE for Neural Network: 0.1510052678316187
MAE for Neural Network: 0.12225973561070004
Training time for Neural Network: 0.45438098907470703 seconds
Testing time for Neural Network: 0.0028569698333740234 seconds
RMSE for Neural Network: 424.1658459534293
MAE for Neural Network: 338.9065631321218
Training time for Neural Network: 0.5459437370300293 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 423.7452987544905
MAE for Neural Network: 338.3800701536231
Training time for Neural Network: 0.5235350131988525 seconds
Testing time for Neural Network: 0.0025751590728759766 seconds
RMSE for Neural Network: 0.19294100292663852
MAE for Neural Network: 0.1509637731557275
Training time for Neural Network: 0.4147510528564453 seconds
Testing time for Neural Network: 0.0014140605926513672 seconds
RMSE for Neural Network: 0.3677883387511339
MAE for Neural Network: 0.2916055997844669
Training time for Neural Network: 0.5681030750274658 seconds
Testing time for Neural Network: 0.001508951187133789 seconds
RMSE for Neural Network: 423.36205353132635
MAE for Neural Network: 337.90001780245615
Training time for Neural Network: 0.5596296787261963 seconds
Testing time for Neural Network: 0.0006673336029052734 seconds
RMSE for Neural Network: 19.819567991893756
MAE for Neural Network: 16.339157455347397
Training time for Neural Network: 0.47366929054260254 seconds
Testing time for Neural Network: 0.000621795654296875 seconds
RMSE for Neural Network: 0.2983585135339508
MAE for Neural Network: 0.23261517111445393
Training time for Neural Network: 0.4882171154022217 seconds
Testing time for Neural Network: 0.001653909683227539 seconds
RMSE for Neural Network: 11.924478656021996
MAE for Neural Network: 9.803518869296283
Training time for Neural Network: 0.5581099987030029 seconds
Testing time for Neural Network: 0.0006992816925048828 seconds
RMSE for Neural Network: 424.2228992051552
MAE for Neural Network: 338.9779666448335
Training time for Neural Network: 0.482161283493042 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 422.9143172707697
MAE for Neural Network: 337.33887029697564
Training time for Neural Network: 1.1148948669433594 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 423.30606054205293
MAE for Neural Network: 337.8298603620922
Training time for Neural Network: 0.5494561195373535 seconds
Testing time for Neural Network: 0.002688884735107422 seconds
RMSE for Neural Network: 0.23461022841838292
MAE for Neural Network: 0.1833741776866519
Training time for Neural Network: 0.4942920207977295 seconds
Testing time for Neural Network: 0.0006802082061767578 seconds
RMSE for Neural Network: 423.6036832806261
MAE for Neural Network: 338.2027116235935
Training time for Neural Network: 1.3385789394378662 seconds
Testing time for Neural Network: 0.0010499954223632812 seconds
RMSE for Neural Network: 423.70932507452045
MAE for Neural Network: 338.33502008474403
Training time for Neural Network: 0.5951998233795166 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 421.9180403383188
MAE for Neural Network: 336.08901562467895
Training time for Neural Network: 0.747399091720581 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 0.5113820324779054
MAE for Neural Network: 0.40241813245249575
Training time for Neural Network: 0.9143898487091064 seconds
Testing time for Neural Network: 0.007796049118041992 seconds
RMSE for Neural Network: 422.8586606365714
MAE for Neural Network: 337.2690921741771
Training time for Neural Network: 0.7646019458770752 seconds
Testing time for Neural Network: 0.003422975540161133 seconds
RMSE for Neural Network: 423.50001838172517
MAE for Neural Network: 338.07286083026554
Training time for Neural Network: 0.2789130210876465 seconds
Testing time for Neural Network: 0.0005459785461425781 seconds
RMSE for Neural Network: 421.82475363556154
MAE for Neural Network: 335.9718982896348
Training time for Neural Network: 0.5922372341156006 seconds
Testing time for Neural Network: 0.0014469623565673828 seconds
RMSE for Neural Network: 424.24422796252173
MAE for Neural Network: 339.0046586997804
Training time for Neural Network: 0.5201058387756348 seconds
Testing time for Neural Network: 0.0006010532379150391 seconds
RMSE for Neural Network: 0.45510908239626063
MAE for Neural Network: 0.3689673371236424
Training time for Neural Network: 0.6181900501251221 seconds
Testing time for Neural Network: 0.0006239414215087891 seconds
RMSE for Neural Network: 422.8460728170351
MAE for Neural Network: 337.2533097797973
Training time for Neural Network: 0.7467508316040039 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 424.3244945459814
MAE for Neural Network: 339.10510219154935
Training time for Neural Network: 0.6752529144287109 seconds
Testing time for Neural Network: 0.002671957015991211 seconds
RMSE for Neural Network: 422.6934830271408
MAE for Neural Network: 337.06197390725384
Training time for Neural Network: 0.5123720169067383 seconds
Testing time for Neural Network: 0.0006091594696044922 seconds
RMSE for Neural Network: 423.6537801756958
MAE for Neural Network: 338.265456583724
Training time for Neural Network: 0.6721630096435547 seconds
Testing time for Neural Network: 0.0016200542449951172 seconds
RMSE for Neural Network: 8.054317555778029
MAE for Neural Network: 6.818653654784976
Training time for Neural Network: 0.5561239719390869 seconds
Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 422.35421836876833
MAE for Neural Network: 336.6364202437576
Training time for Neural Network: 0.5439860820770264 seconds
Testing time for Neural Network: 0.0005788803100585938 seconds
RMSE for Neural Network: 0.16362305769923405
MAE for Neural Network: 0.13058335760880874
Training time for Neural Network: 0.6368770599365234 seconds
Testing time for Neural Network: 0.00066375732421875 seconds
RMSE for Neural Network: 422.80869694885797
MAE for Neural Network: 337.2064469671802
Training time for Neural Network: 0.6113829612731934 seconds
Testing time for Neural Network: 0.003019094467163086 seconds
RMSE for Neural Network: 423.34391389470727
MAE for Neural Network: 337.87728999198487
Training time for Neural Network: 0.6643447875976562 seconds
Testing time for Neural Network: 0.002218008041381836 seconds
RMSE for Neural Network: 422.0474393874378
MAE for Neural Network: 336.2514457279425
Training time for Neural Network: 0.6210689544677734 seconds
Testing time for Neural Network: 0.0012350082397460938 seconds
RMSE for Neural Network: 0.7288643362964671
MAE for Neural Network: 0.5782682508061562
Training time for Neural Network: 0.4621548652648926 seconds
Testing time for Neural Network: 0.0006039142608642578 seconds
RMSE for Neural Network: 0.7913032170929921
MAE for Neural Network: 0.6476546339444397
Training time for Neural Network: 0.8147227764129639 seconds
Testing time for Neural Network: 0.001850128173828125 seconds
RMSE for Neural Network: 0.1961630800707405
MAE for Neural Network: 0.15593948587183573
Training time for Neural Network: 1.1492018699645996 seconds
Testing time for Neural Network: 0.0033931732177734375 seconds
RMSE for Neural Network: 1.0863322384293799
MAE for Neural Network: 0.846833981569807
Training time for Neural Network: 0.688788890838623 seconds
Testing time for Neural Network: 0.0010879039764404297 seconds
RMSE for Neural Network: 0.2211188228300357
MAE for Neural Network: 0.18429147753006866
Training time for Neural Network: 0.6464219093322754 seconds
Testing time for Neural Network: 0.0007069110870361328 seconds
RMSE for Neural Network: 0.15807525066681055
MAE for Neural Network: 0.11342864377088581
Training time for Neural Network: 0.7191591262817383 seconds
Testing time for Neural Network: 0.0007519721984863281 seconds
RMSE for Neural Network: 0.276859234561304
MAE for Neural Network: 0.2269737815235759
Training time for Neural Network: 0.49964189529418945 seconds
Testing time for Neural Network: 0.001194000244140625 seconds
RMSE for Neural Network: 0.34212993723558444
MAE for Neural Network: 0.27483320070010264
Training time for Neural Network: 0.5879719257354736 seconds
Testing time for Neural Network: 0.0006399154663085938 seconds
RMSE for Neural Network: 0.22045753960528203
MAE for Neural Network: 0.16363142136873246
Training time for Neural Network: 0.6682822704315186 seconds
Testing time for Neural Network: 0.0021359920501708984 seconds
RMSE for Neural Network: 422.1891879537668
MAE for Neural Network: 336.42934486411787
Training time for Neural Network: 0.5611839294433594 seconds
Testing time for Neural Network: 0.0006442070007324219 seconds
RMSE for Neural Network: 422.2886287921488
MAE for Neural Network: 336.55412591111076
Training time for Neural Network: 0.6230738162994385 seconds
Testing time for Neural Network: 0.0006392002105712891 seconds
RMSE for Neural Network: 422.1825453943851
MAE for Neural Network: 336.42100899961736
Training time for Neural Network: 0.5762779712677002 seconds
Testing time for Neural Network: 0.0008738040924072266 seconds
RMSE for Neural Network: 421.8366037881931
MAE for Neural Network: 335.9867764603178
Training time for Neural Network: 0.5703368186950684 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 0.8250823050566537
MAE for Neural Network: 0.662041221028187
Training time for Neural Network: 0.5523519515991211 seconds
Testing time for Neural Network: 0.0006620883941650391 seconds
RMSE for Neural Network: 423.84710102149205
MAE for Neural Network: 338.5075460088909
Training time for Neural Network: 0.5401978492736816 seconds
Testing time for Neural Network: 0.0014829635620117188 seconds
RMSE for Neural Network: 0.289426713642102
MAE for Neural Network: 0.23763207942700432
Training time for Neural Network: 0.5376858711242676 seconds
Testing time for Neural Network: 0.0007841587066650391 seconds
RMSE for Neural Network: 0.3989518828430389
MAE for Neural Network: 0.33307143155913027
Training time for Neural Network: 0.4888603687286377 seconds
Testing time for Neural Network: 0.002502918243408203 seconds
RMSE for Neural Network: 0.9742800664407023
MAE for Neural Network: 0.754480305149433
Training time for Neural Network: 0.5622389316558838 seconds
Testing time for Neural Network: 0.002913951873779297 seconds
RMSE for Neural Network: 423.80407803433377
MAE for Neural Network: 338.4536751450193
Training time for Neural Network: 0.39280200004577637 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 422.78041763263394
MAE for Neural Network: 337.17098806727563
Training time for Neural Network: 0.5926270484924316 seconds
Testing time for Neural Network: 0.0014100074768066406 seconds
RMSE for Neural Network: 424.07724981867835
MAE for Neural Network: 338.79567216009747
Training time for Neural Network: 0.5464720726013184 seconds
Testing time for Neural Network: 0.0006010532379150391 seconds
RMSE for Neural Network: 0.4680988488196318
MAE for Neural Network: 0.3858366732001059
Training time for Neural Network: 0.6945908069610596 seconds
Testing time for Neural Network: 0.0014870166778564453 seconds
RMSE for Neural Network: 0.19852879712389157
MAE for Neural Network: 0.15539267022348707
Training time for Neural Network: 0.7361719608306885 seconds
Testing time for Neural Network: 0.002946138381958008 seconds
RMSE for Neural Network: 421.7931531059729
MAE for Neural Network: 335.93222183606804
Training time for Neural Network: 0.6561868190765381 seconds
Testing time for Neural Network: 0.0006682872772216797 seconds
RMSE for Neural Network: 0.17667427043598719
MAE for Neural Network: 0.1430141712647441
Training time for Neural Network: 0.6171140670776367 seconds
Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 422.9348574722343
MAE for Neural Network: 337.3646207380046
Training time for Neural Network: 0.5120980739593506 seconds
Testing time for Neural Network: 0.004832029342651367 seconds
RMSE for Neural Network: 0.24732851067991463
MAE for Neural Network: 0.1984149847784343
Training time for Neural Network: 0.5820701122283936 seconds
Testing time for Neural Network: 0.001911163330078125 seconds
RMSE for Neural Network: 421.7268738708264
MAE for Neural Network: 335.8489985179329
Training time for Neural Network: 0.5116000175476074 seconds
Testing time for Neural Network: 0.001859903335571289 seconds
RMSE for Neural Network: 8.125970117756218
MAE for Neural Network: 6.880543676507017
Training time for Neural Network: 1.14345121383667 seconds
Testing time for Neural Network: 0.0017879009246826172 seconds
RMSE for Neural Network: 422.9824141152689
MAE for Neural Network: 337.42423788373503
Training time for Neural Network: 0.7012050151824951 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 423.41796810830084
MAE for Neural Network: 337.9700717187849
Training time for Neural Network: 0.4833259582519531 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 0.3005391352178411
MAE for Neural Network: 0.24191543091744994
Training time for Neural Network: 0.6669843196868896 seconds
Testing time for Neural Network: 0.0007586479187011719 seconds
RMSE for Neural Network: 0.3349029023190325
MAE for Neural Network: 0.24735149473187198
Training time for Neural Network: 0.5362849235534668 seconds
Testing time for Neural Network: 0.00131988525390625 seconds
RMSE for Neural Network: 0.1975955975395516
MAE for Neural Network: 0.15058439354900646
Training time for Neural Network: 0.6109099388122559 seconds
Testing time for Neural Network: 0.004142045974731445 seconds
RMSE for Neural Network: 0.3570641575490083
MAE for Neural Network: 0.27360238538890985
Training time for Neural Network: 0.5568981170654297 seconds
Testing time for Neural Network: 0.0008199214935302734 seconds
RMSE for Neural Network: 424.2081840601626
MAE for Neural Network: 338.9595508084399
Training time for Neural Network: 0.6136929988861084 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 423.27254873543535
MAE for Neural Network: 337.7878686004427
Training time for Neural Network: 0.456866979598999 seconds
Testing time for Neural Network: 0.0007259845733642578 seconds
RMSE for Neural Network: 423.0997973836857
MAE for Neural Network: 337.57137350011544
Training time for Neural Network: 0.5149538516998291 seconds
Testing time for Neural Network: 0.0006160736083984375 seconds
RMSE for Neural Network: 423.69097481573016
MAE for Neural Network: 338.3120391013927
Training time for Neural Network: 0.39231324195861816 seconds
Testing time for Neural Network: 0.0006101131439208984 seconds
RMSE for Neural Network: 0.38170394541796704
MAE for Neural Network: 0.3189674058566476
Training time for Neural Network: 0.6361117362976074 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 0.22178036272631643
MAE for Neural Network: 0.17470384839711983
Training time for Neural Network: 0.520679235458374 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 423.2384284625319
MAE for Neural Network: 337.7451124562313
Training time for Neural Network: 0.5634410381317139 seconds
Testing time for Neural Network: 0.0027570724487304688 seconds
RMSE for Neural Network: 0.4155784369135228
MAE for Neural Network: 0.33459976781257006
Training time for Neural Network: 0.4907100200653076 seconds
Testing time for Neural Network: 0.0014960765838623047 seconds
RMSE for Neural Network: 0.5227236634803057
MAE for Neural Network: 0.4246121900443067
Training time for Neural Network: 0.35800719261169434 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 0.8200272504177161
MAE for Neural Network: 0.6822315770290299
Training time for Neural Network: 0.42387914657592773 seconds
Testing time for Neural Network: 0.00060272216796875 seconds
RMSE for Neural Network: 423.073171999754
MAE for Neural Network: 337.53800160362977
Training time for Neural Network: 0.4610459804534912 seconds
Testing time for Neural Network: 0.0019168853759765625 seconds
RMSE for Neural Network: 0.14236000312059865
MAE for Neural Network: 0.10349052462590333
Training time for Neural Network: 0.3674750328063965 seconds
Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 422.494873422272
MAE for Neural Network: 336.8128734605317
Training time for Neural Network: 0.38471198081970215 seconds
Testing time for Neural Network: 0.0017588138580322266 seconds
RMSE for Neural Network: 0.5122165935018732
MAE for Neural Network: 0.38634317467099927
Training time for Neural Network: 0.39006614685058594 seconds
Testing time for Neural Network: 0.0006127357482910156 seconds
RMSE for Neural Network: 0.48452305470349094
MAE for Neural Network: 0.3851337380170844
Training time for Neural Network: 0.5600020885467529 seconds
Testing time for Neural Network: 0.0006318092346191406 seconds
RMSE for Neural Network: 424.1515418610884
MAE for Neural Network: 338.8886603646944
Training time for Neural Network: 0.29840517044067383 seconds
Testing time for Neural Network: 0.0019109249114990234 seconds
RMSE for Neural Network: 423.99046530087014
MAE for Neural Network: 338.68703595899103
Training time for Neural Network: 0.5037670135498047 seconds
Testing time for Neural Network: 0.0007128715515136719 seconds
RMSE for Neural Network: 0.11503149131682561
MAE for Neural Network: 0.08565798901051078
Training time for Neural Network: 0.5925209522247314 seconds
Testing time for Neural Network: 0.0015251636505126953 seconds
RMSE for Neural Network: 0.417886972995281
MAE for Neural Network: 0.3434002506698724
Training time for Neural Network: 0.4706430435180664 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 0.6514957242771225
MAE for Neural Network: 0.520864235378066
Training time for Neural Network: 0.45297884941101074 seconds
Testing time for Neural Network: 0.0009748935699462891 seconds
RMSE for Neural Network: 2.0135097937862962
MAE for Neural Network: 1.5634969792151825
Training time for Neural Network: 0.49506211280822754 seconds
Testing time for Neural Network: 0.0006308555603027344 seconds
RMSE for Neural Network: 0.33005271497410055
MAE for Neural Network: 0.23280065641790845
Training time for Neural Network: 0.5472722053527832 seconds
Testing time for Neural Network: 0.0006656646728515625 seconds
RMSE for Neural Network: 0.1805594586538621
MAE for Neural Network: 0.1424612574886094
Training time for Neural Network: 0.43976616859436035 seconds
Testing time for Neural Network: 0.0014579296112060547 seconds
RMSE for Neural Network: 423.13624828325754
MAE for Neural Network: 337.6170586209605
Training time for Neural Network: 0.4781460762023926 seconds
Testing time for Neural Network: 0.0013949871063232422 seconds
RMSE for Neural Network: 422.31431790811064
MAE for Neural Network: 336.5863585631944
Training time for Neural Network: 1.0193090438842773 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 422.8067648468319
MAE for Neural Network: 337.2040243841741
Training time for Neural Network: 0.47223401069641113 seconds
Testing time for Neural Network: 0.0018579959869384766 seconds
RMSE for Neural Network: 424.1893162667102
MAE for Neural Network: 338.93593745051226
Training time for Neural Network: 0.450700044631958 seconds
Testing time for Neural Network: 0.0006668567657470703 seconds
RMSE for Neural Network: 424.29659593364477
MAE for Neural Network: 339.0701918209815
Training time for Neural Network: 0.5622210502624512 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 422.6516232837734
MAE for Neural Network: 337.0094780937878
Training time for Neural Network: 0.4610629081726074 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 0.2802208294313252
MAE for Neural Network: 0.21146599164914195
Training time for Neural Network: 0.5082058906555176 seconds
Testing time for Neural Network: 0.0008420944213867188 seconds
RMSE for Neural Network: 422.6801398552712
MAE for Neural Network: 337.0452407151155
Training time for Neural Network: 0.3909766674041748 seconds
Testing time for Neural Network: 0.001190185546875 seconds
RMSE for Neural Network: 0.6609038473378217
MAE for Neural Network: 0.5520540411993281
Training time for Neural Network: 0.5592377185821533 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.3803275506847069
MAE for Neural Network: 0.3027972493616172
Training time for Neural Network: 0.4743180274963379 seconds
Testing time for Neural Network: 0.0017380714416503906 seconds
RMSE for Neural Network: 0.9051697034526542
MAE for Neural Network: 0.7440513144304881
Training time for Neural Network: 0.5483160018920898 seconds
Testing time for Neural Network: 0.0006220340728759766 seconds
RMSE for Neural Network: 424.2952538939173
MAE for Neural Network: 339.06851245366664
Training time for Neural Network: 0.30926084518432617 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 422.89512293255274
MAE for Neural Network: 337.3148064653809
Training time for Neural Network: 0.5119681358337402 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.3086671398033914
MAE for Neural Network: 0.24727099880047818
Training time for Neural Network: 0.4862349033355713 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
RMSE for Neural Network: 422.50767309693884
MAE for Neural Network: 336.82892911154227
Training time for Neural Network: 0.457089900970459 seconds
Testing time for Neural Network: 0.0006153583526611328 seconds
RMSE for Neural Network: 0.21922090277842424
MAE for Neural Network: 0.17262050749426194
Training time for Neural Network: 0.44570183753967285 seconds
Testing time for Neural Network: 0.0006258487701416016 seconds
RMSE for Neural Network: 421.65710205668285
MAE for Neural Network: 335.76138160228976
Training time for Neural Network: 0.6190621852874756 seconds
Testing time for Neural Network: 0.002444028854370117 seconds
RMSE for Neural Network: 423.31813212613224
MAE for Neural Network: 337.8449861214402
Training time for Neural Network: 0.4788370132446289 seconds
Testing time for Neural Network: 0.0019919872283935547 seconds
RMSE for Neural Network: 0.14974440468153852
MAE for Neural Network: 0.11329100393384305
Training time for Neural Network: 0.4071528911590576 seconds
Testing time for Neural Network: 0.0006420612335205078 seconds
RMSE for Neural Network: 423.4565768124102
MAE for Neural Network: 338.01844048265065
Training time for Neural Network: 0.4361898899078369 seconds
Testing time for Neural Network: 0.0009000301361083984 seconds
RMSE for Neural Network: 0.9813022509275829
MAE for Neural Network: 0.7430571393517991
Training time for Neural Network: 0.4390528202056885 seconds
Testing time for Neural Network: 0.0005931854248046875 seconds
RMSE for Neural Network: 423.6554949425066
MAE for Neural Network: 338.2676042065199
Training time for Neural Network: 0.39306020736694336 seconds
Testing time for Neural Network: 0.0005848407745361328 seconds
RMSE for Neural Network: 422.91470332666853
MAE for Neural Network: 337.3393542866331
Training time for Neural Network: 0.40741586685180664 seconds
Testing time for Neural Network: 0.0005950927734375 seconds
RMSE for Neural Network: 421.74638834636994
MAE for Neural Network: 335.87350259263627
Training time for Neural Network: 0.5227909088134766 seconds
Testing time for Neural Network: 0.001033782958984375 seconds
RMSE for Neural Network: 424.04192210083346
MAE for Neural Network: 338.75145071218196
Training time for Neural Network: 0.48198604583740234 seconds
Testing time for Neural Network: 0.0018308162689208984 seconds
RMSE for Neural Network: 422.0902025895207
MAE for Neural Network: 336.3051185793953
Training time for Neural Network: 0.5502490997314453 seconds
Testing time for Neural Network: 0.007426023483276367 seconds
RMSE for Neural Network: 422.108987768424
MAE for Neural Network: 336.3286952008735
Training time for Neural Network: 0.5306599140167236 seconds
Testing time for Neural Network: 0.0006690025329589844 seconds
RMSE for Neural Network: 424.2627312809054
MAE for Neural Network: 339.02781421967774
Training time for Neural Network: 0.49260807037353516 seconds
Testing time for Neural Network: 0.0006241798400878906 seconds
RMSE for Neural Network: 0.4864887373437672
MAE for Neural Network: 0.38080605040381554
Training time for Neural Network: 0.4388298988342285 seconds
Testing time for Neural Network: 0.0023310184478759766 seconds
RMSE for Neural Network: 421.80276444087514
MAE for Neural Network: 335.9442896532146
Training time for Neural Network: 0.5058221817016602 seconds
Testing time for Neural Network: 0.007948160171508789 seconds
RMSE for Neural Network: 0.4197405996808519
MAE for Neural Network: 0.32734769592827734
Training time for Neural Network: 0.45599889755249023 seconds
Testing time for Neural Network: 0.0006151199340820312 seconds
RMSE for Neural Network: 423.07931419562664
MAE for Neural Network: 337.5457002553584
Training time for Neural Network: 0.5503261089324951 seconds
Testing time for Neural Network: 0.008635997772216797 seconds
RMSE for Neural Network: 422.7068624299458
MAE for Neural Network: 337.07875223159294
Training time for Neural Network: 0.4369018077850342 seconds
Testing time for Neural Network: 0.0016603469848632812 seconds
RMSE for Neural Network: 421.8085944988621
MAE for Neural Network: 335.9516096906576
Training time for Neural Network: 1.1405489444732666 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 422.40637843126575
MAE for Neural Network: 336.7018595138081
Training time for Neural Network: 0.42737483978271484 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 424.2506900809287
MAE for Neural Network: 339.01274562290826
Training time for Neural Network: 0.5405540466308594 seconds
Testing time for Neural Network: 0.0020012855529785156 seconds
RMSE for Neural Network: 0.31757987360869583
MAE for Neural Network: 0.24444201860929649
Training time for Neural Network: 0.47456789016723633 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 422.816761634941
MAE for Neural Network: 337.2165588758906
Training time for Neural Network: 0.5361640453338623 seconds
Testing time for Neural Network: 0.000621795654296875 seconds
RMSE for Neural Network: 0.628004652374316
MAE for Neural Network: 0.510153040156336
Training time for Neural Network: 0.6171860694885254 seconds
Testing time for Neural Network: 0.0018558502197265625 seconds
RMSE for Neural Network: 0.3226777811745435
MAE for Neural Network: 0.2438867714343747
Training time for Neural Network: 0.6791329383850098 seconds
Testing time for Neural Network: 0.0007281303405761719 seconds
RMSE for Neural Network: 0.27803071999017576
MAE for Neural Network: 0.2246889262600464
Training time for Neural Network: 0.543388843536377 seconds
Testing time for Neural Network: 0.0007691383361816406 seconds
RMSE for Neural Network: 0.2622604932286333
MAE for Neural Network: 0.21046181405936162
Training time for Neural Network: 0.6346418857574463 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 0.17419166900926505
MAE for Neural Network: 0.12400629556639992
Training time for Neural Network: 0.6515371799468994 seconds
Testing time for Neural Network: 0.0015239715576171875 seconds
RMSE for Neural Network: 0.42630998024927724
MAE for Neural Network: 0.3481164080141877
Training time for Neural Network: 0.5998539924621582 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 422.0495531633496
MAE for Neural Network: 336.25409883899044
Training time for Neural Network: 0.5698020458221436 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 0.8370253032923659
MAE for Neural Network: 0.66026449044023
Training time for Neural Network: 0.2784867286682129 seconds
Testing time for Neural Network: 0.000553131103515625 seconds
RMSE for Neural Network: 423.406377752771
MAE for Neural Network: 337.95555089739355
Training time for Neural Network: 0.5339310169219971 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 423.88537374555835
MAE for Neural Network: 338.5554662622511
Training time for Neural Network: 0.579279899597168 seconds
Testing time for Neural Network: 0.0014798641204833984 seconds
RMSE for Neural Network: 0.3203043236890781
MAE for Neural Network: 0.2580736242938107
Training time for Neural Network: 0.35253405570983887 seconds
Testing time for Neural Network: 0.0005888938903808594 seconds
RMSE for Neural Network: 0.7264201452198172
MAE for Neural Network: 0.5710622914995508
Training time for Neural Network: 0.4139440059661865 seconds
Testing time for Neural Network: 0.0011823177337646484 seconds
RMSE for Neural Network: 0.7148823293108528
MAE for Neural Network: 0.5562341969023015
Training time for Neural Network: 0.5138769149780273 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
RMSE for Neural Network: 0.16359659260001805
MAE for Neural Network: 0.12354818246253582
Training time for Neural Network: 0.47095513343811035 seconds
Testing time for Neural Network: 0.0014190673828125 seconds
RMSE for Neural Network: 0.4771692224398791
MAE for Neural Network: 0.3876202350286164
Training time for Neural Network: 0.5348348617553711 seconds
Testing time for Neural Network: 0.0015196800231933594 seconds
RMSE for Neural Network: 424.15392576174503
MAE for Neural Network: 338.8916440394163
Training time for Neural Network: 0.47492027282714844 seconds
Testing time for Neural Network: 0.0006308555603027344 seconds
RMSE for Neural Network: 421.69036724832256
MAE for Neural Network: 335.8031558676357
Training time for Neural Network: 0.4511449337005615 seconds
Testing time for Neural Network: 0.003278017044067383 seconds
RMSE for Neural Network: 422.14796511403443
MAE for Neural Network: 336.3776123801324
Training time for Neural Network: 0.4127519130706787 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 422.87464139738415
MAE for Neural Network: 337.2891281936089
Training time for Neural Network: 0.4979410171508789 seconds
Testing time for Neural Network: 0.0009810924530029297 seconds
RMSE for Neural Network: 422.11728708099605
MAE for Neural Network: 336.3391111858069
Training time for Neural Network: 0.3269460201263428 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 423.19941793261467
MAE for Neural Network: 337.6962259178245
Training time for Neural Network: 0.5034439563751221 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 424.00331877231037
MAE for Neural Network: 338.70312663241236
Training time for Neural Network: 0.532210111618042 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 423.4559961707619
MAE for Neural Network: 338.01771307671265
Training time for Neural Network: 0.44704532623291016 seconds
Testing time for Neural Network: 0.0015728473663330078 seconds
RMSE for Neural Network: 422.0957643929165
MAE for Neural Network: 336.31209906733807
Training time for Neural Network: 0.6146869659423828 seconds
Testing time for Neural Network: 0.0016779899597167969 seconds
RMSE for Neural Network: 0.2895528604714484
MAE for Neural Network: 0.22782465677059144
Training time for Neural Network: 0.5321228504180908 seconds
Testing time for Neural Network: 0.0007679462432861328 seconds
RMSE for Neural Network: 422.27230900974786
MAE for Neural Network: 336.533648565879
Training time for Neural Network: 1.027980089187622 seconds
Testing time for Neural Network: 0.0015048980712890625 seconds
RMSE for Neural Network: 1.035004571045476
MAE for Neural Network: 0.804514263356235
Training time for Neural Network: 0.4415590763092041 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 13.01437753131761
MAE for Neural Network: 11.102965389411947
Training time for Neural Network: 0.49401307106018066 seconds
Testing time for Neural Network: 0.0014340877532958984 seconds
RMSE for Neural Network: 0.3014864024336868
MAE for Neural Network: 0.2369408516395503
Training time for Neural Network: 0.43549513816833496 seconds
Testing time for Neural Network: 0.0006399154663085938 seconds
RMSE for Neural Network: 422.52097818112054
MAE for Neural Network: 336.84561844229097
Training time for Neural Network: 0.5236108303070068 seconds
Testing time for Neural Network: 0.00063323974609375 seconds
RMSE for Neural Network: 423.26460290874536
MAE for Neural Network: 337.77791185353794
Training time for Neural Network: 0.5904650688171387 seconds
Testing time for Neural Network: 0.0030591487884521484 seconds
RMSE for Neural Network: 0.14453973456957478
MAE for Neural Network: 0.111994068252725
Training time for Neural Network: 0.9334762096405029 seconds
Testing time for Neural Network: 0.0009779930114746094 seconds
RMSE for Neural Network: 422.5421523160436
MAE for Neural Network: 336.8721777536892
Training time for Neural Network: 0.1341996192932129 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 424.3387103610375
MAE for Neural Network: 339.1228903679418
Training time for Neural Network: 0.8481860160827637 seconds
Testing time for Neural Network: 0.0015740394592285156 seconds
RMSE for Neural Network: 0.3987592778288208
MAE for Neural Network: 0.30614073707707057
Training time for Neural Network: 0.6971819400787354 seconds
Testing time for Neural Network: 0.0006546974182128906 seconds
RMSE for Neural Network: 0.3572933539753445
MAE for Neural Network: 0.2982510120787043
Training time for Neural Network: 0.21787381172180176 seconds
Testing time for Neural Network: 0.0005340576171875 seconds
RMSE for Neural Network: 424.05424755740535
MAE for Neural Network: 338.7668793316663
Training time for Neural Network: 0.7665519714355469 seconds
Testing time for Neural Network: 0.006880760192871094 seconds
RMSE for Neural Network: 0.5313030197018296
MAE for Neural Network: 0.4070957335230706
Training time for Neural Network: 0.5406017303466797 seconds
Testing time for Neural Network: 0.0056498050689697266 seconds
RMSE for Neural Network: 0.589785462176759
MAE for Neural Network: 0.47415815965847785
Training time for Neural Network: 0.5476701259613037 seconds
Testing time for Neural Network: 0.0006160736083984375 seconds
RMSE for Neural Network: 0.3869315810817303
MAE for Neural Network: 0.31999615781889745
Training time for Neural Network: 0.6515340805053711 seconds
Testing time for Neural Network: 0.0006768703460693359 seconds
RMSE for Neural Network: 422.2149964923561
MAE for Neural Network: 336.4617317373237
Training time for Neural Network: 0.6035070419311523 seconds
Testing time for Neural Network: 0.003161191940307617 seconds
RMSE for Neural Network: 422.2894062666462
MAE for Neural Network: 336.55510144057405
Training time for Neural Network: 0.5238168239593506 seconds
Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 10.090380182181553
MAE for Neural Network: 8.040169394604124
Training time for Neural Network: 0.502716064453125 seconds
Testing time for Neural Network: 0.0007610321044921875 seconds
RMSE for Neural Network: 424.2996686349575
MAE for Neural Network: 339.0740368479624
Training time for Neural Network: 0.6710588932037354 seconds
Testing time for Neural Network: 0.006855964660644531 seconds
RMSE for Neural Network: 423.0826894768592
MAE for Neural Network: 337.54993081855457
Training time for Neural Network: 0.470379114151001 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 0.6128082833178915
MAE for Neural Network: 0.4905600720945222
Training time for Neural Network: 0.31774115562438965 seconds
Testing time for Neural Network: 0.0005691051483154297 seconds
RMSE for Neural Network: 0.5242551552307055
MAE for Neural Network: 0.4061903394322784
Training time for Neural Network: 0.6871941089630127 seconds
Testing time for Neural Network: 0.0006420612335205078 seconds
RMSE for Neural Network: 424.28722958302023
MAE for Neural Network: 339.0584711342177
Training time for Neural Network: 0.7445089817047119 seconds
Testing time for Neural Network: 0.0024199485778808594 seconds
RMSE for Neural Network: 0.39186233673141324
MAE for Neural Network: 0.31798930301671
Training time for Neural Network: 0.801314115524292 seconds
Testing time for Neural Network: 0.003815889358520508 seconds
RMSE for Neural Network: 423.66970559612105
MAE for Neural Network: 338.28540184368353
Training time for Neural Network: 0.8916738033294678 seconds
Testing time for Neural Network: 0.0030090808868408203 seconds
RMSE for Neural Network: 422.8348233286416
MAE for Neural Network: 337.2392051348748
Training time for Neural Network: 0.2636852264404297 seconds
Testing time for Neural Network: 0.001252889633178711 seconds
RMSE for Neural Network: 421.84492142012544
MAE for Neural Network: 335.99721931675316
Training time for Neural Network: 1.6867859363555908 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 421.7767001402317
MAE for Neural Network: 335.9115634237997
Training time for Neural Network: 0.762671947479248 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 1.689504348830539
MAE for Neural Network: 1.3706812983050634
Training time for Neural Network: 0.8025600910186768 seconds
Testing time for Neural Network: 0.001386880874633789 seconds
RMSE for Neural Network: 0.14062168444558076
MAE for Neural Network: 0.1038944907298471
Training time for Neural Network: 0.5495851039886475 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.4174200577442877
MAE for Neural Network: 0.3272475018890734
Training time for Neural Network: 0.7637050151824951 seconds
Testing time for Neural Network: 0.0006358623504638672 seconds
RMSE for Neural Network: 422.66323189373765
MAE for Neural Network: 337.0240366138563
Training time for Neural Network: 0.6670501232147217 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.3722254867485797
MAE for Neural Network: 0.3012866321729229
Training time for Neural Network: 0.6139090061187744 seconds
Testing time for Neural Network: 0.0005970001220703125 seconds
RMSE for Neural Network: 0.40842221872699114
MAE for Neural Network: 0.3230942945488614
Training time for Neural Network: 0.6131899356842041 seconds
Testing time for Neural Network: 0.0007071495056152344 seconds
RMSE for Neural Network: 10.372016330200427
MAE for Neural Network: 8.40557740217592
Training time for Neural Network: 0.5913748741149902 seconds
Testing time for Neural Network: 0.003974199295043945 seconds
RMSE for Neural Network: 0.30422047492253335
MAE for Neural Network: 0.24070734365097102
Training time for Neural Network: 0.5137591361999512 seconds
Testing time for Neural Network: 0.0006029605865478516 seconds
RMSE for Neural Network: 423.8654624175814
MAE for Neural Network: 338.5305361279963
Training time for Neural Network: 0.826941967010498 seconds
Testing time for Neural Network: 0.0033288002014160156 seconds
RMSE for Neural Network: 423.7800152803281
MAE for Neural Network: 338.42354381992044
Training time for Neural Network: 0.5560529232025146 seconds
Testing time for Neural Network: 0.0006837844848632812 seconds
RMSE for Neural Network: 423.1531639516232
MAE for Neural Network: 337.6382588257851
Training time for Neural Network: 0.6005802154541016 seconds
Testing time for Neural Network: 0.001672983169555664 seconds
RMSE for Neural Network: 423.36692778332
MAE for Neural Network: 337.90612483547176
Training time for Neural Network: 0.8666830062866211 seconds
Testing time for Neural Network: 0.0015721321105957031 seconds
RMSE for Neural Network: 422.65011858467005
MAE for Neural Network: 337.0075910128349
Training time for Neural Network: 0.4672820568084717 seconds
Testing time for Neural Network: 0.0046100616455078125 seconds
RMSE for Neural Network: 423.95125176272455
MAE for Neural Network: 338.63794461315103
Training time for Neural Network: 0.47887277603149414 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 423.89526350207825
MAE for Neural Network: 338.56784856234486
Training time for Neural Network: 0.5040140151977539 seconds
Testing time for Neural Network: 0.0015659332275390625 seconds
RMSE for Neural Network: 424.01631878576336
MAE for Neural Network: 338.7194004737087
Training time for Neural Network: 0.6845619678497314 seconds
Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 424.12530867914046
MAE for Neural Network: 338.85582645546276
Training time for Neural Network: 0.6761479377746582 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 0.17446599286295705
MAE for Neural Network: 0.13668825893713665
Training time for Neural Network: 0.5297179222106934 seconds
Testing time for Neural Network: 0.0008392333984375 seconds
RMSE for Neural Network: 0.3979893042552
MAE for Neural Network: 0.3290113550655397
Training time for Neural Network: 0.406466007232666 seconds
Testing time for Neural Network: 0.0009469985961914062 seconds
RMSE for Neural Network: 0.37508835864817897
MAE for Neural Network: 0.303467308049593
Training time for Neural Network: 0.36896800994873047 seconds
Testing time for Neural Network: 0.0005469322204589844 seconds
RMSE for Neural Network: 0.60370066671223
MAE for Neural Network: 0.4767686177567305
Training time for Neural Network: 0.5201578140258789 seconds
Testing time for Neural Network: 0.0006160736083984375 seconds
RMSE for Neural Network: 421.9774498909645
MAE for Neural Network: 336.1635939198651
Training time for Neural Network: 0.40848803520202637 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
RMSE for Neural Network: 1.1537194743521468
MAE for Neural Network: 0.9457139514728645
Training time for Neural Network: 0.3921539783477783 seconds
Testing time for Neural Network: 0.0005979537963867188 seconds
RMSE for Neural Network: 0.30317249626749115
MAE for Neural Network: 0.22937829215556454
Training time for Neural Network: 0.4646172523498535 seconds
Testing time for Neural Network: 0.0006878376007080078 seconds
RMSE for Neural Network: 19.965128256869825
MAE for Neural Network: 16.577893952637748
Training time for Neural Network: 0.4107067584991455 seconds
Testing time for Neural Network: 0.000985860824584961 seconds
RMSE for Neural Network: 424.3476569878177
MAE for Neural Network: 339.1340850632521
Training time for Neural Network: 0.9844160079956055 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 423.5840043775644
MAE for Neural Network: 338.1780631932992
Training time for Neural Network: 0.21068120002746582 seconds
Testing time for Neural Network: 0.0015077590942382812 seconds
RMSE for Neural Network: 2.222464567823647
MAE for Neural Network: 1.76745061353065
Training time for Neural Network: 0.678473949432373 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 0.7964264639804112
MAE for Neural Network: 0.6441939949478654
Training time for Neural Network: 0.5376460552215576 seconds
Testing time for Neural Network: 0.0008120536804199219 seconds
RMSE for Neural Network: 423.3720303764638
MAE for Neural Network: 337.91251791806695
Training time for Neural Network: 0.48937392234802246 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 421.8517966962212
MAE for Neural Network: 336.0058511937976
Training time for Neural Network: 0.3893320560455322 seconds
Testing time for Neural Network: 0.0005886554718017578 seconds
RMSE for Neural Network: 0.5962205441897122
MAE for Neural Network: 0.4702744651247302
Training time for Neural Network: 0.2568933963775635 seconds
Testing time for Neural Network: 0.0005648136138916016 seconds
RMSE for Neural Network: 423.74999265314136
MAE for Neural Network: 338.38594819255707
Training time for Neural Network: 0.48144006729125977 seconds
Testing time for Neural Network: 0.0016336441040039062 seconds
RMSE for Neural Network: 423.2234466579902
MAE for Neural Network: 337.7263381226096
Training time for Neural Network: 0.5835442543029785 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 423.381172527028
MAE for Neural Network: 337.9239720869171
Training time for Neural Network: 0.5601730346679688 seconds
Testing time for Neural Network: 0.0007407665252685547 seconds
RMSE for Neural Network: 0.14075651670422396
MAE for Neural Network: 0.10673076138988286
Training time for Neural Network: 0.5067551136016846 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.2600972651668228
MAE for Neural Network: 0.19137236796456306
Training time for Neural Network: 0.36388683319091797 seconds
Testing time for Neural Network: 0.0005671977996826172 seconds
RMSE for Neural Network: 10.015457424553809
MAE for Neural Network: 8.384171189679472
Training time for Neural Network: 0.46117711067199707 seconds
Testing time for Neural Network: 0.0006377696990966797 seconds
RMSE for Neural Network: 421.7204198943706
MAE for Neural Network: 335.84089419920673
Training time for Neural Network: 0.45538806915283203 seconds
Testing time for Neural Network: 0.0006568431854248047 seconds
RMSE for Neural Network: 423.0949935604854
MAE for Neural Network: 337.5653525416757
Training time for Neural Network: 0.3610341548919678 seconds
Testing time for Neural Network: 0.0005998611450195312 seconds
RMSE for Neural Network: 423.3257745423521
MAE for Neural Network: 337.8545619826982
Training time for Neural Network: 0.5495753288269043 seconds
Testing time for Neural Network: 0.0018298625946044922 seconds
RMSE for Neural Network: 0.26843354152347393
MAE for Neural Network: 0.2160385564231595
Training time for Neural Network: 0.4997577667236328 seconds
Testing time for Neural Network: 0.0006639957427978516 seconds
RMSE for Neural Network: 0.25576079988835876
MAE for Neural Network: 0.2030318237061515
Training time for Neural Network: 0.44783997535705566 seconds
Testing time for Neural Network: 0.0006136894226074219 seconds
RMSE for Neural Network: 423.21647135896745
MAE for Neural Network: 337.7175969507278
Training time for Neural Network: 0.5423538684844971 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 422.78603377845565
MAE for Neural Network: 337.17803015433253
Training time for Neural Network: 0.5346028804779053 seconds
Testing time for Neural Network: 0.0010449886322021484 seconds
RMSE for Neural Network: 0.1689059675712814
MAE for Neural Network: 0.13055274726939012
Training time for Neural Network: 0.3613259792327881 seconds
Testing time for Neural Network: 0.0005719661712646484 seconds
RMSE for Neural Network: 0.5803949581594227
MAE for Neural Network: 0.48646297927890925
Training time for Neural Network: 0.8829989433288574 seconds
Testing time for Neural Network: 0.0019290447235107422 seconds
RMSE for Neural Network: 0.171180782783452
MAE for Neural Network: 0.12994295044109963
Training time for Neural Network: 0.7903428077697754 seconds
Testing time for Neural Network: 0.006737947463989258 seconds
RMSE for Neural Network: 0.22848360459866313
MAE for Neural Network: 0.1747286923252369
Training time for Neural Network: 0.5850419998168945 seconds
Testing time for Neural Network: 0.002351045608520508 seconds
RMSE for Neural Network: 422.66971555951756
MAE for Neural Network: 337.0321677700841
Training time for Neural Network: 0.6027319431304932 seconds
Testing time for Neural Network: 0.004254817962646484 seconds
RMSE for Neural Network: 0.21236421434787223
MAE for Neural Network: 0.1665860689911567
Training time for Neural Network: 0.7982888221740723 seconds
Testing time for Neural Network: 0.000797271728515625 seconds
RMSE for Neural Network: 0.17994793371164905
MAE for Neural Network: 0.14675763525224034
Training time for Neural Network: 0.52718186378479 seconds
Testing time for Neural Network: 0.0014693737030029297 seconds
RMSE for Neural Network: 423.1567180122415
MAE for Neural Network: 337.64271302595915
Training time for Neural Network: 0.5162270069122314 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 423.96741130884004
MAE for Neural Network: 338.65817502691067
Training time for Neural Network: 0.5050010681152344 seconds
Testing time for Neural Network: 0.0006008148193359375 seconds
RMSE for Neural Network: 423.9828844023946
MAE for Neural Network: 338.6775456489739
Training time for Neural Network: 0.6311471462249756 seconds
Testing time for Neural Network: 0.008782148361206055 seconds
RMSE for Neural Network: 423.66071860985795
MAE for Neural Network: 338.27414644583723
Training time for Neural Network: 1.1896698474884033 seconds
Testing time for Neural Network: 0.0007002353668212891 seconds
RMSE for Neural Network: 20.766634933031355
MAE for Neural Network: 17.202349033632327
Training time for Neural Network: 0.8120248317718506 seconds
Testing time for Neural Network: 0.0007302761077880859 seconds
RMSE for Neural Network: 0.5739070953460615
MAE for Neural Network: 0.46828153048560467
Training time for Neural Network: 0.5438117980957031 seconds
Testing time for Neural Network: 0.0006451606750488281 seconds
RMSE for Neural Network: 423.22211620273634
MAE for Neural Network: 337.72467085447136
Training time for Neural Network: 0.5547418594360352 seconds
Testing time for Neural Network: 0.0010869503021240234 seconds
RMSE for Neural Network: 0.24907371214166305
MAE for Neural Network: 0.1989494754630848
Training time for Neural Network: 0.5518913269042969 seconds
Testing time for Neural Network: 0.0006399154663085938 seconds
RMSE for Neural Network: 0.3647033516666686
MAE for Neural Network: 0.2967849925201188
Training time for Neural Network: 1.0133099555969238 seconds
Testing time for Neural Network: 0.003531932830810547 seconds
RMSE for Neural Network: 0.19419751485794948
MAE for Neural Network: 0.15425304639724507
Training time for Neural Network: 1.108001947402954 seconds
Testing time for Neural Network: 0.0015459060668945312 seconds
RMSE for Neural Network: 0.5803357507298309
MAE for Neural Network: 0.45269111245324795
Training time for Neural Network: 0.8926022052764893 seconds
Testing time for Neural Network: 0.0014810562133789062 seconds
RMSE for Neural Network: 0.2051122327125283
MAE for Neural Network: 0.162705444287517
Training time for Neural Network: 0.49491286277770996 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.5548842528514384
MAE for Neural Network: 0.4430355133446649
Training time for Neural Network: 0.9490046501159668 seconds
Testing time for Neural Network: 0.0007359981536865234 seconds
RMSE for Neural Network: 0.16057387506408258
MAE for Neural Network: 0.11991529196535587
Training time for Neural Network: 0.44364285469055176 seconds
Testing time for Neural Network: 0.000698089599609375 seconds
RMSE for Neural Network: 423.74092148225606
MAE for Neural Network: 338.3745885838208
Training time for Neural Network: 0.546637773513794 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 423.64244302363255
MAE for Neural Network: 338.2512574871973
Training time for Neural Network: 0.7033369541168213 seconds
Testing time for Neural Network: 0.0010418891906738281 seconds
RMSE for Neural Network: 422.5637275236862
MAE for Neural Network: 336.89923935703774
Training time for Neural Network: 0.4816012382507324 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 423.2519859999489
MAE for Neural Network: 337.7621016537222
Training time for Neural Network: 0.6075289249420166 seconds
Testing time for Neural Network: 0.0008971691131591797 seconds
RMSE for Neural Network: 0.830739514873337
MAE for Neural Network: 0.6632095591021041
Training time for Neural Network: 0.8210010528564453 seconds
Testing time for Neural Network: 0.0013670921325683594 seconds
RMSE for Neural Network: 422.4979658518949
MAE for Neural Network: 336.8167525667739
Training time for Neural Network: 0.7183501720428467 seconds
Testing time for Neural Network: 0.0006818771362304688 seconds
RMSE for Neural Network: 10.385407546525737
MAE for Neural Network: 8.732118127166423
Training time for Neural Network: 0.7460489273071289 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 423.7857120041661
MAE for Neural Network: 338.43067733217765
Training time for Neural Network: 0.5227839946746826 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 424.11467562090246
MAE for Neural Network: 338.84251760613205
Training time for Neural Network: 0.22054791450500488 seconds
Testing time for Neural Network: 0.0009620189666748047 seconds
RMSE for Neural Network: 422.0486192844471
MAE for Neural Network: 336.2529266795261
Training time for Neural Network: 0.6868488788604736 seconds
Testing time for Neural Network: 0.0007011890411376953 seconds
RMSE for Neural Network: 422.8716825709716
MAE for Neural Network: 337.2854185716351
Training time for Neural Network: 0.6072409152984619 seconds
Testing time for Neural Network: 0.002313852310180664 seconds
RMSE for Neural Network: 0.4095743941646995
MAE for Neural Network: 0.336795076327022
Training time for Neural Network: 0.6598877906799316 seconds
Testing time for Neural Network: 0.015115022659301758 seconds
RMSE for Neural Network: 0.2529960804626643
MAE for Neural Network: 0.19431057659104123
Training time for Neural Network: 1.2352230548858643 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 0.07615320961314431
MAE for Neural Network: 0.054122888973043126
Training time for Neural Network: 1.0776290893554688 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 421.9045913924145
MAE for Neural Network: 336.0721319875226
Training time for Neural Network: 0.6304898262023926 seconds
Testing time for Neural Network: 0.0006661415100097656 seconds
RMSE for Neural Network: 421.7069978630846
MAE for Neural Network: 335.8240397996162
Training time for Neural Network: 0.9162030220031738 seconds
Testing time for Neural Network: 0.0007033348083496094 seconds
RMSE for Neural Network: 424.01421179619535
MAE for Neural Network: 338.7167628945862
Training time for Neural Network: 0.5810120105743408 seconds
Testing time for Neural Network: 0.0006570816040039062 seconds
RMSE for Neural Network: 423.6277093435414
MAE for Neural Network: 338.2328041220937
Training time for Neural Network: 0.48721814155578613 seconds
Testing time for Neural Network: 0.0008928775787353516 seconds
RMSE for Neural Network: 424.0619957175837
MAE for Neural Network: 338.77657810512596
Training time for Neural Network: 0.8524198532104492 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 422.6914083031822
MAE for Neural Network: 337.0593720903871
Training time for Neural Network: 0.8756248950958252 seconds
Testing time for Neural Network: 0.0006551742553710938 seconds
RMSE for Neural Network: 423.6584784282592
MAE for Neural Network: 338.2713407972751
Training time for Neural Network: 0.7371969223022461 seconds
Testing time for Neural Network: 0.0009732246398925781 seconds
RMSE for Neural Network: 4.485323084169087
MAE for Neural Network: 3.877541703728604
Training time for Neural Network: 1.059424877166748 seconds
Testing time for Neural Network: 0.0007030963897705078 seconds
RMSE for Neural Network: 422.30078408086615
MAE for Neural Network: 336.5693775374594
Training time for Neural Network: 0.9562737941741943 seconds
Testing time for Neural Network: 0.0007181167602539062 seconds
RMSE for Neural Network: 0.1559114133909555
MAE for Neural Network: 0.12271434042223507
Training time for Neural Network: 1.5244078636169434 seconds
Testing time for Neural Network: 0.0006859302520751953 seconds
RMSE for Neural Network: 423.17973295859855
MAE for Neural Network: 337.6715564680408
Training time for Neural Network: 1.1218318939208984 seconds
Testing time for Neural Network: 0.0007078647613525391 seconds
RMSE for Neural Network: 424.0104891221751
MAE for Neural Network: 338.71210274548025
Training time for Neural Network: 0.6847100257873535 seconds
Testing time for Neural Network: 0.0019469261169433594 seconds
RMSE for Neural Network: 0.3230616520321009
MAE for Neural Network: 0.2028609664892582
Training time for Neural Network: 0.790665864944458 seconds
Testing time for Neural Network: 0.0077381134033203125 seconds
RMSE for Neural Network: 424.34255223922
MAE for Neural Network: 339.1276976325197
Training time for Neural Network: 0.6663310527801514 seconds
Testing time for Neural Network: 0.0006418228149414062 seconds
RMSE for Neural Network: 0.5666066743370763
MAE for Neural Network: 0.4184978988485154
Training time for Neural Network: 0.47100377082824707 seconds
Testing time for Neural Network: 0.0031511783599853516 seconds
RMSE for Neural Network: 423.5637664348458
MAE for Neural Network: 338.152713869209
Training time for Neural Network: 0.719545841217041 seconds
Testing time for Neural Network: 0.0007741451263427734 seconds
RMSE for Neural Network: 423.61582493939926
MAE for Neural Network: 338.21791909910144
Training time for Neural Network: 1.6178717613220215 seconds
Testing time for Neural Network: 0.0030791759490966797 seconds
RMSE for Neural Network: 0.7042097561905264
MAE for Neural Network: 0.570745379284011
Training time for Neural Network: 0.9658899307250977 seconds
Testing time for Neural Network: 0.005510091781616211 seconds
RMSE for Neural Network: 0.27258217300996856
MAE for Neural Network: 0.22045589970887378
Training time for Neural Network: 0.7180068492889404 seconds
Testing time for Neural Network: 0.0007038116455078125 seconds
RMSE for Neural Network: 423.3617858373234
MAE for Neural Network: 337.89968240293774
Training time for Neural Network: 0.818648099899292 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 423.92817732763996
MAE for Neural Network: 338.60905657258115
Training time for Neural Network: 0.6868941783905029 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 423.83907397517476
MAE for Neural Network: 338.49749524741264
Training time for Neural Network: 0.9060561656951904 seconds
Testing time for Neural Network: 0.003715038299560547 seconds
RMSE for Neural Network: 424.4020700206226
MAE for Neural Network: 339.2021678858023
Training time for Neural Network: 0.9914228916168213 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 421.8840054702168
MAE for Neural Network: 336.0462880798304
Training time for Neural Network: 0.45598888397216797 seconds
Testing time for Neural Network: 0.0007328987121582031 seconds
RMSE for Neural Network: 423.7634552174398
MAE for Neural Network: 338.4028067827772
Training time for Neural Network: 0.8654940128326416 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 3.5583501045415487
MAE for Neural Network: 2.763685285818657
Training time for Neural Network: 0.3784158229827881 seconds
Testing time for Neural Network: 0.0018863677978515625 seconds
RMSE for Neural Network: 4.8697437564881625
MAE for Neural Network: 4.03522962157341
Training time for Neural Network: 0.474743127822876 seconds
Testing time for Neural Network: 0.0006592273712158203 seconds
RMSE for Neural Network: 0.20001299835386785
MAE for Neural Network: 0.15564144467582317
Training time for Neural Network: 0.49467992782592773 seconds
Testing time for Neural Network: 0.004308938980102539 seconds
RMSE for Neural Network: 422.43083469098286
MAE for Neural Network: 336.732540391271
Training time for Neural Network: 0.5498082637786865 seconds
Testing time for Neural Network: 0.0006818771362304688 seconds
RMSE for Neural Network: 0.32980682371471953
MAE for Neural Network: 0.2805832860762916
Training time for Neural Network: 0.5493559837341309 seconds
Testing time for Neural Network: 0.0006756782531738281 seconds
RMSE for Neural Network: 423.13859658291386
MAE for Neural Network: 337.6200017457444
Training time for Neural Network: 0.5420029163360596 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 423.5295616221272
MAE for Neural Network: 338.1098685759849
Training time for Neural Network: 0.5680720806121826 seconds
Testing time for Neural Network: 0.0009229183197021484 seconds
RMSE for Neural Network: 0.25557050800912634
MAE for Neural Network: 0.2014773245958798
Training time for Neural Network: 0.5674707889556885 seconds
Testing time for Neural Network: 0.0006709098815917969 seconds
RMSE for Neural Network: 0.4728932728291346
MAE for Neural Network: 0.3654037623033439
Training time for Neural Network: 0.670335054397583 seconds
Testing time for Neural Network: 0.006616115570068359 seconds
RMSE for Neural Network: 423.85929401182955
MAE for Neural Network: 338.52281279235103
Training time for Neural Network: 1.0201399326324463 seconds
Testing time for Neural Network: 0.0007138252258300781 seconds
RMSE for Neural Network: 1.309954892622675
MAE for Neural Network: 0.9500013738690217
Training time for Neural Network: 0.840033769607544 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 421.77284884368254
MAE for Neural Network: 335.90672765271376
Training time for Neural Network: 0.9661669731140137 seconds
Testing time for Neural Network: 0.0006999969482421875 seconds
RMSE for Neural Network: 422.88343784219455
MAE for Neural Network: 337.30015662888707
Training time for Neural Network: 0.6861670017242432 seconds
Testing time for Neural Network: 0.0006861686706542969 seconds
RMSE for Neural Network: 422.8174781791572
MAE for Neural Network: 337.2174573097018
Training time for Neural Network: 1.1424109935760498 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 0.2682291242431566
MAE for Neural Network: 0.21349760540821128
Training time for Neural Network: 0.7039480209350586 seconds
Testing time for Neural Network: 0.0006821155548095703 seconds
RMSE for Neural Network: 422.4328669825883
MAE for Neural Network: 336.7350898967431
Training time for Neural Network: 0.9383060932159424 seconds
Testing time for Neural Network: 0.0006690025329589844 seconds
RMSE for Neural Network: 422.1010127527786
MAE for Neural Network: 336.3186861111941
Training time for Neural Network: 0.6540019512176514 seconds
Testing time for Neural Network: 0.0018990039825439453 seconds
RMSE for Neural Network: 421.6791668763085
MAE for Neural Network: 335.7890907074501
Training time for Neural Network: 1.0879089832305908 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 0.16935942243092228
MAE for Neural Network: 0.13147040498997659
Training time for Neural Network: 0.6104409694671631 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 423.8017824309076
MAE for Neural Network: 338.45080063763015
Training time for Neural Network: 0.3818068504333496 seconds
Testing time for Neural Network: 0.0009710788726806641 seconds
RMSE for Neural Network: 0.4483206498968277
MAE for Neural Network: 0.3554931378454367
Training time for Neural Network: 0.5454871654510498 seconds
Testing time for Neural Network: 0.001918792724609375 seconds
RMSE for Neural Network: 422.89026152732407
MAE for Neural Network: 337.30871165045096
Training time for Neural Network: 0.552436113357544 seconds
Testing time for Neural Network: 0.0006756782531738281 seconds
RMSE for Neural Network: 423.63678127215275
MAE for Neural Network: 338.2441664053769
Training time for Neural Network: 0.6286821365356445 seconds
Testing time for Neural Network: 0.0006558895111083984 seconds
RMSE for Neural Network: 423.8312246904724
MAE for Neural Network: 338.487666958878
Training time for Neural Network: 2.1535089015960693 seconds
Testing time for Neural Network: 0.0034029483795166016 seconds
RMSE for Neural Network: 0.21043436267553717
MAE for Neural Network: 0.17115966831340862
Training time for Neural Network: 0.9081509113311768 seconds
Testing time for Neural Network: 0.0009701251983642578 seconds
RMSE for Neural Network: 423.4262839701488
MAE for Neural Network: 337.98048999521785
Training time for Neural Network: 0.6069529056549072 seconds
Testing time for Neural Network: 0.0010428428649902344 seconds
RMSE for Neural Network: 0.3082555164515764
MAE for Neural Network: 0.24676659570977683
Training time for Neural Network: 0.6204428672790527 seconds
Testing time for Neural Network: 0.00542902946472168 seconds
RMSE for Neural Network: 422.4176708470752
MAE for Neural Network: 336.71602620681205
Training time for Neural Network: 0.6527643203735352 seconds
Testing time for Neural Network: 0.0036470890045166016 seconds
RMSE for Neural Network: 0.3270560663273918
MAE for Neural Network: 0.25207631986804135
Training time for Neural Network: 0.9495849609375 seconds
Testing time for Neural Network: 0.0019240379333496094 seconds
RMSE for Neural Network: 0.1342190312886054
MAE for Neural Network: 0.11059168096817043
Training time for Neural Network: 1.2030620574951172 seconds
Testing time for Neural Network: 0.0007770061492919922 seconds
RMSE for Neural Network: 422.6828682905992
MAE for Neural Network: 337.04866237237394
Training time for Neural Network: 1.0013360977172852 seconds
Testing time for Neural Network: 0.0028810501098632812 seconds
RMSE for Neural Network: 0.3609324567092787
MAE for Neural Network: 0.2915226194862135
Training time for Neural Network: 1.532785177230835 seconds
Testing time for Neural Network: 0.0020020008087158203 seconds
RMSE for Neural Network: 423.65792266612823
MAE for Neural Network: 338.27064474828074
Training time for Neural Network: 0.9946749210357666 seconds
Testing time for Neural Network: 0.0021610260009765625 seconds
RMSE for Neural Network: 422.2512746987577
MAE for Neural Network: 336.50725496690893
Training time for Neural Network: 0.9524049758911133 seconds
Testing time for Neural Network: 0.004139900207519531 seconds
RMSE for Neural Network: 9.685489587603758
MAE for Neural Network: 7.951869036314529
Training time for Neural Network: 1.1071622371673584 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 0.23240267239427484
MAE for Neural Network: 0.18054761278919673
Training time for Neural Network: 0.9514291286468506 seconds
Testing time for Neural Network: 0.011641740798950195 seconds
RMSE for Neural Network: 0.30237552702635123
MAE for Neural Network: 0.23745981709959427
Training time for Neural Network: 1.113314151763916 seconds
Testing time for Neural Network: 0.0010118484497070312 seconds
RMSE for Neural Network: 0.1994102289191621
MAE for Neural Network: 0.15638430457523264
Training time for Neural Network: 0.9362359046936035 seconds
Testing time for Neural Network: 0.0006799697875976562 seconds
RMSE for Neural Network: 422.7352355637416
MAE for Neural Network: 337.1143323084478
Training time for Neural Network: 0.9619908332824707 seconds
Testing time for Neural Network: 0.0006902217864990234 seconds
RMSE for Neural Network: 0.5627906146305507
MAE for Neural Network: 0.42852428307094775
Training time for Neural Network: 1.1982171535491943 seconds
Testing time for Neural Network: 0.003390073776245117 seconds
RMSE for Neural Network: 424.1481872137879
MAE for Neural Network: 338.8844616936294
Training time for Neural Network: 1.5573389530181885 seconds
Testing time for Neural Network: 0.008460044860839844 seconds
RMSE for Neural Network: 0.26879055567335625
MAE for Neural Network: 0.19685423624344728
Training time for Neural Network: 0.8579020500183105 seconds
Testing time for Neural Network: 0.0016770362854003906 seconds
RMSE for Neural Network: 423.75791299092066
MAE for Neural Network: 338.39586652773886
Training time for Neural Network: 2.041818141937256 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 423.514365004459
MAE for Neural Network: 338.09083250772807
Training time for Neural Network: 0.6051740646362305 seconds
Testing time for Neural Network: 0.0006740093231201172 seconds
RMSE for Neural Network: 422.2452229558086
MAE for Neural Network: 336.4996611731414
Training time for Neural Network: 0.5180506706237793 seconds
Testing time for Neural Network: 0.0019152164459228516 seconds
RMSE for Neural Network: 0.26933197405424475
MAE for Neural Network: 0.1999756230178263
Training time for Neural Network: 1.1137340068817139 seconds
Testing time for Neural Network: 0.003329038619995117 seconds
RMSE for Neural Network: 0.16050985623067623
MAE for Neural Network: 0.12437081396221317
Training time for Neural Network: 1.4397120475769043 seconds
Testing time for Neural Network: 0.0031728744506835938 seconds
RMSE for Neural Network: 423.677544670465
MAE for Neural Network: 338.2952194735132
Training time for Neural Network: 1.4100847244262695 seconds
Testing time for Neural Network: 0.0019183158874511719 seconds
RMSE for Neural Network: 422.4138394543186
MAE for Neural Network: 336.71121962770616
Training time for Neural Network: 0.49823617935180664 seconds
Testing time for Neural Network: 0.0006382465362548828 seconds
RMSE for Neural Network: 422.5149160456115
MAE for Neural Network: 336.8380143951521
Training time for Neural Network: 0.6963009834289551 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 0.32807803469797797
MAE for Neural Network: 0.27278334472034027
Training time for Neural Network: 1.2504289150238037 seconds
Testing time for Neural Network: 0.0006852149963378906 seconds
RMSE for Neural Network: 422.28671868479546
MAE for Neural Network: 336.5517292158964
Training time for Neural Network: 0.6707789897918701 seconds
Testing time for Neural Network: 0.00304412841796875 seconds
RMSE for Neural Network: 0.6269086650026555
MAE for Neural Network: 0.5162180363621113
Training time for Neural Network: 0.711320161819458 seconds
Testing time for Neural Network: 0.0052490234375 seconds
RMSE for Neural Network: 0.14284257886530996
MAE for Neural Network: 0.11201383257412338
Training time for Neural Network: 0.6041247844696045 seconds
Testing time for Neural Network: 0.0005681514739990234 seconds
RMSE for Neural Network: 421.71113541598726
MAE for Neural Network: 335.8292354671935
Training time for Neural Network: 0.7576532363891602 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.45068376989298675
MAE for Neural Network: 0.3587076531846687
Training time for Neural Network: 0.4368319511413574 seconds
Testing time for Neural Network: 0.0014011859893798828 seconds
RMSE for Neural Network: 422.2580516385522
MAE for Neural Network: 336.5157586714547
Training time for Neural Network: 0.687777042388916 seconds
Testing time for Neural Network: 0.000614166259765625 seconds
RMSE for Neural Network: 422.08504577103986
MAE for Neural Network: 336.298646331173
Training time for Neural Network: 0.680168867111206 seconds
Testing time for Neural Network: 0.0006709098815917969 seconds
RMSE for Neural Network: 0.44499495100283276
MAE for Neural Network: 0.3468586721164806
Training time for Neural Network: 0.5714161396026611 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 423.37687133354467
MAE for Neural Network: 337.91858315401856
Training time for Neural Network: 0.5826492309570312 seconds
Testing time for Neural Network: 0.0006227493286132812 seconds
RMSE for Neural Network: 423.21968538417156
MAE for Neural Network: 337.72162465159926
Training time for Neural Network: 0.9487988948822021 seconds
Testing time for Neural Network: 0.0007879734039306641 seconds
RMSE for Neural Network: 1.0122156266115698
MAE for Neural Network: 0.7712205017450405
Training time for Neural Network: 0.7221558094024658 seconds
Testing time for Neural Network: 0.002315044403076172 seconds
RMSE for Neural Network: 0.2765017761513872
MAE for Neural Network: 0.22509492468624537
Training time for Neural Network: 1.2476117610931396 seconds
Testing time for Neural Network: 0.0035181045532226562 seconds
RMSE for Neural Network: 423.25689528921635
MAE for Neural Network: 337.76825349713545
Training time for Neural Network: 0.3087790012359619 seconds
Testing time for Neural Network: 0.0013051033020019531 seconds
RMSE for Neural Network: 424.34217732038576
MAE for Neural Network: 339.12722850523846
Training time for Neural Network: 0.7117660045623779 seconds
Testing time for Neural Network: 0.000675201416015625 seconds
RMSE for Neural Network: 423.3178217199901
MAE for Neural Network: 337.8445971839654
Training time for Neural Network: 0.8389120101928711 seconds
Testing time for Neural Network: 0.002866983413696289 seconds
RMSE for Neural Network: 423.7490173581558
MAE for Neural Network: 338.3847268607748
Training time for Neural Network: 1.8917272090911865 seconds
Testing time for Neural Network: 0.0008976459503173828 seconds
RMSE for Neural Network: 423.788895253909
MAE for Neural Network: 338.4346634155065
Training time for Neural Network: 0.8515231609344482 seconds
Testing time for Neural Network: 0.0028228759765625 seconds
RMSE for Neural Network: 422.9642332569661
MAE for Neural Network: 337.4014467593341
Training time for Neural Network: 0.6509182453155518 seconds
Testing time for Neural Network: 0.0008528232574462891 seconds
RMSE for Neural Network: 0.2020631076797232
MAE for Neural Network: 0.16052203442871693
Training time for Neural Network: 0.5565879344940186 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 422.04110887845786
MAE for Neural Network: 336.24349992824676
Training time for Neural Network: 0.7184388637542725 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 423.21359512090396
MAE for Neural Network: 337.71399253776707
Training time for Neural Network: 1.2820909023284912 seconds
Testing time for Neural Network: 0.0007181167602539062 seconds
RMSE for Neural Network: 421.82816302852297
MAE for Neural Network: 335.9761788946601
Training time for Neural Network: 1.14906907081604 seconds
Testing time for Neural Network: 0.0015017986297607422 seconds
RMSE for Neural Network: 423.6493929636887
MAE for Neural Network: 338.2599618919455
Training time for Neural Network: 0.6967580318450928 seconds
Testing time for Neural Network: 0.0050318241119384766 seconds
RMSE for Neural Network: 422.1893956135575
MAE for Neural Network: 336.42960545882335
Training time for Neural Network: 1.2441999912261963 seconds
Testing time for Neural Network: 0.0008299350738525391 seconds
RMSE for Neural Network: 423.1068574927612
MAE for Neural Network: 337.58022234431667
Training time for Neural Network: 0.7275159358978271 seconds
Testing time for Neural Network: 0.0014569759368896484 seconds
RMSE for Neural Network: 6.9992224491634545
MAE for Neural Network: 5.6995120086332305
Training time for Neural Network: 0.6924400329589844 seconds
Testing time for Neural Network: 0.0008511543273925781 seconds
RMSE for Neural Network: 0.5007625438262807
MAE for Neural Network: 0.40382927029405763
Training time for Neural Network: 0.556995153427124 seconds
Testing time for Neural Network: 0.0007789134979248047 seconds
RMSE for Neural Network: 0.465417355635727
MAE for Neural Network: 0.3876019062829165
Training time for Neural Network: 0.44699597358703613 seconds
Testing time for Neural Network: 0.0008251667022705078 seconds
RMSE for Neural Network: 423.8470270802475
MAE for Neural Network: 338.5074534266603
Training time for Neural Network: 0.21729421615600586 seconds
Testing time for Neural Network: 0.0005848407745361328 seconds
RMSE for Neural Network: 2.3731966106274585
MAE for Neural Network: 1.9436314173336253
Training time for Neural Network: 0.4432861804962158 seconds
Testing time for Neural Network: 0.003240823745727539 seconds
RMSE for Neural Network: 424.2720412676001
MAE for Neural Network: 339.03946475597013
Training time for Neural Network: 0.6841111183166504 seconds
Testing time for Neural Network: 0.003773927688598633 seconds
RMSE for Neural Network: 0.2475228659371198
MAE for Neural Network: 0.20162526128867284
Training time for Neural Network: 0.5710539817810059 seconds
Testing time for Neural Network: 0.0006418228149414062 seconds
RMSE for Neural Network: 0.483881916578816
MAE for Neural Network: 0.4038149876056054
Training time for Neural Network: 0.48870301246643066 seconds
Testing time for Neural Network: 0.00060272216796875 seconds
RMSE for Neural Network: 0.5208940264527882
MAE for Neural Network: 0.4125989859842258
Training time for Neural Network: 0.557520866394043 seconds
Testing time for Neural Network: 0.0006399154663085938 seconds
RMSE for Neural Network: 0.14269978693615
MAE for Neural Network: 0.10683996752436198
Training time for Neural Network: 0.6028509140014648 seconds
Testing time for Neural Network: 0.0006172657012939453 seconds
RMSE for Neural Network: 422.17031282368197
MAE for Neural Network: 336.4056579344111
Training time for Neural Network: 0.41678690910339355 seconds
Testing time for Neural Network: 0.0017521381378173828 seconds
RMSE for Neural Network: 422.027383977698
MAE for Neural Network: 336.2262727505063
Training time for Neural Network: 0.5292739868164062 seconds
Testing time for Neural Network: 0.0006861686706542969 seconds
RMSE for Neural Network: 421.64709753405344
MAE for Neural Network: 335.748817599601
Training time for Neural Network: 0.9466879367828369 seconds
Testing time for Neural Network: 0.002895832061767578 seconds
RMSE for Neural Network: 15.401074699194186
MAE for Neural Network: 12.788273445304107
Training time for Neural Network: 0.42868709564208984 seconds
Testing time for Neural Network: 0.0008778572082519531 seconds
RMSE for Neural Network: 0.845478438382644
MAE for Neural Network: 0.6480921500239141
Training time for Neural Network: 0.7167768478393555 seconds
Testing time for Neural Network: 0.0026252269744873047 seconds
RMSE for Neural Network: 421.91933531494374
MAE for Neural Network: 336.09064130564906
Training time for Neural Network: 0.6706287860870361 seconds
Testing time for Neural Network: 0.000640869140625 seconds
RMSE for Neural Network: 0.46435627678791436
MAE for Neural Network: 0.3658414762831877
Training time for Neural Network: 0.6341960430145264 seconds
Testing time for Neural Network: 0.002643108367919922 seconds
RMSE for Neural Network: 0.1888039406589228
MAE for Neural Network: 0.15562281702862676
Training time for Neural Network: 0.5218539237976074 seconds
Testing time for Neural Network: 0.0007758140563964844 seconds
RMSE for Neural Network: 0.18002660554478978
MAE for Neural Network: 0.1254149321780745
Training time for Neural Network: 0.6867258548736572 seconds
Testing time for Neural Network: 0.0006692409515380859 seconds
RMSE for Neural Network: 424.0414682622666
MAE for Neural Network: 338.75088260646254
Training time for Neural Network: 0.5376288890838623 seconds
Testing time for Neural Network: 0.0021581649780273438 seconds
RMSE for Neural Network: 4.1083889567367455
MAE for Neural Network: 3.057244901786131
Training time for Neural Network: 0.7300548553466797 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 423.4444617582608
MAE for Neural Network: 338.0032630824468
Training time for Neural Network: 0.6287581920623779 seconds
Testing time for Neural Network: 0.0009489059448242188 seconds
RMSE for Neural Network: 423.68923933089394
MAE for Neural Network: 338.30986563419935
Training time for Neural Network: 0.6055850982666016 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 0.4560517543414352
MAE for Neural Network: 0.36545691425889615
Training time for Neural Network: 0.5608320236206055 seconds
Testing time for Neural Network: 0.0015587806701660156 seconds
RMSE for Neural Network: 0.32666051611040386
MAE for Neural Network: 0.24901884435358085
Training time for Neural Network: 0.6865861415863037 seconds
Testing time for Neural Network: 0.0036458969116210938 seconds
RMSE for Neural Network: 422.20786337546997
MAE for Neural Network: 336.45278057510245
Training time for Neural Network: 0.6404409408569336 seconds
Testing time for Neural Network: 0.0014719963073730469 seconds
RMSE for Neural Network: 422.22020251498515
MAE for Neural Network: 336.46826458439375
Training time for Neural Network: 0.676642894744873 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 0.09625268892281696
MAE for Neural Network: 0.07224489920881354
Training time for Neural Network: 0.6388609409332275 seconds
Testing time for Neural Network: 0.0006420612335205078 seconds
RMSE for Neural Network: 422.46986714153934
MAE for Neural Network: 336.7815052867785
Training time for Neural Network: 0.536710262298584 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 0.30893717531730985
MAE for Neural Network: 0.2360309779239332
Training time for Neural Network: 0.5048329830169678 seconds
Testing time for Neural Network: 0.00185394287109375 seconds
RMSE for Neural Network: 422.32709171276906
MAE for Neural Network: 336.60238569446324
Training time for Neural Network: 0.38852405548095703 seconds
Testing time for Neural Network: 0.0009200572967529297 seconds
RMSE for Neural Network: 1.2058254487444215
MAE for Neural Network: 0.9549213724612747
Training time for Neural Network: 0.4837760925292969 seconds
Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 0.6384324361845864
MAE for Neural Network: 0.5329289052567199
Training time for Neural Network: 0.38311100006103516 seconds
Testing time for Neural Network: 0.0020470619201660156 seconds
RMSE for Neural Network: 0.30425032615672115
MAE for Neural Network: 0.2355502873820069
Training time for Neural Network: 0.45039916038513184 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 0.2514875418761011
MAE for Neural Network: 0.19816807220191934
Training time for Neural Network: 0.4508957862854004 seconds
Testing time for Neural Network: 0.0006082057952880859 seconds
RMSE for Neural Network: 0.1427055181604286
MAE for Neural Network: 0.12171957351519609
Training time for Neural Network: 0.6105809211730957 seconds
Testing time for Neural Network: 0.0006902217864990234 seconds
RMSE for Neural Network: 424.33367932240066
MAE for Neural Network: 339.11659509367047
Training time for Neural Network: 0.5034811496734619 seconds
Testing time for Neural Network: 0.0023376941680908203 seconds
RMSE for Neural Network: 424.3212643644797
MAE for Neural Network: 339.1010602350119
Training time for Neural Network: 0.46410083770751953 seconds
Testing time for Neural Network: 0.0006341934204101562 seconds
RMSE for Neural Network: 0.3679969153942709
MAE for Neural Network: 0.2985988075848751
Training time for Neural Network: 0.40985703468322754 seconds
Testing time for Neural Network: 0.0013921260833740234 seconds
RMSE for Neural Network: 378.16183388079173
MAE for Neural Network: 300.3303106631076
Training time for Neural Network: 0.5815191268920898 seconds
Testing time for Neural Network: 0.0006551742553710938 seconds
RMSE for Neural Network: 421.74957596182406
MAE for Neural Network: 335.8775051780291
Training time for Neural Network: 1.062180995941162 seconds
Testing time for Neural Network: 0.0007638931274414062 seconds
RMSE for Neural Network: 423.3963161167399
MAE for Neural Network: 337.9429451281161
Training time for Neural Network: 0.4274590015411377 seconds
Testing time for Neural Network: 0.0006897449493408203 seconds
RMSE for Neural Network: 423.1675392919577
MAE for Neural Network: 337.6562748877165
Training time for Neural Network: 0.4512641429901123 seconds
Testing time for Neural Network: 0.0008540153503417969 seconds
RMSE for Neural Network: 422.47344132324224
MAE for Neural Network: 336.7859888477274
Training time for Neural Network: 0.49829912185668945 seconds
Testing time for Neural Network: 0.0006158351898193359 seconds
RMSE for Neural Network: 422.77615142967255
MAE for Neural Network: 337.1656386382277
Training time for Neural Network: 0.4484591484069824 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 0.35202076607355376
MAE for Neural Network: 0.28824975197325986
Training time for Neural Network: 0.41211414337158203 seconds
Testing time for Neural Network: 0.0006120204925537109 seconds
RMSE for Neural Network: 422.161394605877
MAE for Neural Network: 336.39446600117765
Training time for Neural Network: 0.526724100112915 seconds
Testing time for Neural Network: 0.0015747547149658203 seconds
RMSE for Neural Network: 422.1671352734377
MAE for Neural Network: 336.40167027768985
Training time for Neural Network: 0.4358789920806885 seconds
Testing time for Neural Network: 0.0008220672607421875 seconds
RMSE for Neural Network: 422.18868437817196
MAE for Neural Network: 336.42871292089535
Training time for Neural Network: 0.47586989402770996 seconds
Testing time for Neural Network: 0.0014989376068115234 seconds
RMSE for Neural Network: 1.1385745497055075
MAE for Neural Network: 0.8561113204828424
Training time for Neural Network: 0.436352014541626 seconds
Testing time for Neural Network: 0.0007870197296142578 seconds
RMSE for Neural Network: 421.77597687312914
MAE for Neural Network: 335.9106552759541
Training time for Neural Network: 0.4589369297027588 seconds
Testing time for Neural Network: 0.0007970333099365234 seconds
RMSE for Neural Network: 423.7967883540485
MAE for Neural Network: 338.44454712677043
Training time for Neural Network: 0.4654712677001953 seconds
Testing time for Neural Network: 0.0007290840148925781 seconds
RMSE for Neural Network: 0.3003432770523208
MAE for Neural Network: 0.24489673868210787
Training time for Neural Network: 0.4362616539001465 seconds
Testing time for Neural Network: 0.0006673336029052734 seconds
RMSE for Neural Network: 422.82752827140297
MAE for Neural Network: 337.230058453784
Training time for Neural Network: 0.4385697841644287 seconds
Testing time for Neural Network: 0.002315998077392578 seconds
RMSE for Neural Network: 0.28135038524594613
MAE for Neural Network: 0.2307214747748013
Training time for Neural Network: 0.43672800064086914 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
RMSE for Neural Network: 423.23406197900255
MAE for Neural Network: 337.7396406699762
Training time for Neural Network: 0.35253310203552246 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 0.400503684573356
MAE for Neural Network: 0.3125064857044716
Training time for Neural Network: 0.39101219177246094 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 423.39390792968874
MAE for Neural Network: 337.9399279940332
Training time for Neural Network: 0.2440340518951416 seconds
Testing time for Neural Network: 0.0006787776947021484 seconds
RMSE for Neural Network: 4.62667554862561
MAE for Neural Network: 3.9334489583953003
Training time for Neural Network: 0.4114561080932617 seconds
Testing time for Neural Network: 0.0007328987121582031 seconds
RMSE for Neural Network: 422.4676250146469
MAE for Neural Network: 336.77869268431283
Training time for Neural Network: 0.43956422805786133 seconds
Testing time for Neural Network: 0.0021097660064697266 seconds
RMSE for Neural Network: 24.131177560015864
MAE for Neural Network: 20.117373207034106
Training time for Neural Network: 0.4268357753753662 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 0.2866728055371663
MAE for Neural Network: 0.21798966570736922
Training time for Neural Network: 0.39093995094299316 seconds
Testing time for Neural Network: 0.002622842788696289 seconds
RMSE for Neural Network: 0.27978308260575624
MAE for Neural Network: 0.22410753751468115
Training time for Neural Network: 0.40569496154785156 seconds
Testing time for Neural Network: 0.0007109642028808594 seconds
RMSE for Neural Network: 0.2513691369169145
MAE for Neural Network: 0.16809267927976157
Training time for Neural Network: 0.5478579998016357 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 423.94128637632497
MAE for Neural Network: 338.62546855641517
Training time for Neural Network: 0.3876640796661377 seconds
Testing time for Neural Network: 0.0018010139465332031 seconds
RMSE for Neural Network: 421.9556797663305
MAE for Neural Network: 336.1362660405814
Training time for Neural Network: 0.37183499336242676 seconds
Testing time for Neural Network: 0.0006151199340820312 seconds
RMSE for Neural Network: 10.223553081063692
MAE for Neural Network: 8.459220739801404
Training time for Neural Network: 0.3933219909667969 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 0.2822494714534914
MAE for Neural Network: 0.2122079860385211
Training time for Neural Network: 0.40219807624816895 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.4576698412997452
MAE for Neural Network: 0.3399298962720676
Training time for Neural Network: 0.4828929901123047 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 423.080382439494
MAE for Neural Network: 337.5470391897802
Training time for Neural Network: 0.36936211585998535 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 0.43454700981026423
MAE for Neural Network: 0.332174508296167
Training time for Neural Network: 0.43744993209838867 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 0.14527495706549018
MAE for Neural Network: 0.11659210013158987
Training time for Neural Network: 0.31911802291870117 seconds
Testing time for Neural Network: 0.0005450248718261719 seconds
RMSE for Neural Network: 14.331213021725976
MAE for Neural Network: 11.872053701488111
Training time for Neural Network: 0.4123063087463379 seconds
Testing time for Neural Network: 0.0005660057067871094 seconds
RMSE for Neural Network: 423.4244156980755
MAE for Neural Network: 337.97814939711
Training time for Neural Network: 0.23614788055419922 seconds
Testing time for Neural Network: 0.0014450550079345703 seconds
RMSE for Neural Network: 423.40792760551227
MAE for Neural Network: 337.95749262271625
Training time for Neural Network: 0.8421778678894043 seconds
Testing time for Neural Network: 0.0011472702026367188 seconds
RMSE for Neural Network: 422.02056312693793
MAE for Neural Network: 336.217711256585
Training time for Neural Network: 1.6045355796813965 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 2.4897250850255555
MAE for Neural Network: 1.4551290587080785
Training time for Neural Network: 0.6984319686889648 seconds
Testing time for Neural Network: 0.0006711483001708984 seconds
RMSE for Neural Network: 423.1009213945319
MAE for Neural Network: 337.5727822937453
Training time for Neural Network: 0.8749618530273438 seconds
Testing time for Neural Network: 0.008733034133911133 seconds
RMSE for Neural Network: 422.3912835682534
MAE for Neural Network: 336.6829221910063
Training time for Neural Network: 1.1801400184631348 seconds
Testing time for Neural Network: 0.004148960113525391 seconds
RMSE for Neural Network: 422.6761588698301
MAE for Neural Network: 337.0402482458028
Training time for Neural Network: 1.7978498935699463 seconds
Testing time for Neural Network: 0.0006880760192871094 seconds
RMSE for Neural Network: 423.32605875368625
MAE for Neural Network: 337.85491809439145
Training time for Neural Network: 1.175177812576294 seconds
Testing time for Neural Network: 0.0010716915130615234 seconds
RMSE for Neural Network: 422.94770145148107
MAE for Neural Network: 337.3807223652971
Training time for Neural Network: 0.5128183364868164 seconds
Testing time for Neural Network: 0.008710861206054688 seconds
RMSE for Neural Network: 0.3322412669050179
MAE for Neural Network: 0.25582654707623975
Training time for Neural Network: 0.750126838684082 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 424.2387743663982
MAE for Neural Network: 338.9978338227875
Training time for Neural Network: 0.8940520286560059 seconds
Testing time for Neural Network: 0.004887104034423828 seconds
RMSE for Neural Network: 0.3082859308358458
MAE for Neural Network: 0.24479692962559724
Training time for Neural Network: 0.12741899490356445 seconds
Testing time for Neural Network: 0.0005071163177490234 seconds
RMSE for Neural Network: 422.76649466797215
MAE for Neural Network: 337.15352982652144
Training time for Neural Network: 0.5152909755706787 seconds
Testing time for Neural Network: 0.001043081283569336 seconds
RMSE for Neural Network: 422.14352250930455
MAE for Neural Network: 336.3720369727577
Training time for Neural Network: 0.5048408508300781 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 0.17434630721640745
MAE for Neural Network: 0.13250684702213686
Training time for Neural Network: 0.22584128379821777 seconds
Testing time for Neural Network: 0.0005788803100585938 seconds
RMSE for Neural Network: 423.32490323553174
MAE for Neural Network: 337.85347025006394
Training time for Neural Network: 0.6564898490905762 seconds
Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 0.38302250631939305
MAE for Neural Network: 0.3113061716002782
Training time for Neural Network: 0.6540758609771729 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 422.00244255586745
MAE for Neural Network: 336.19496602976784
Training time for Neural Network: 0.556699275970459 seconds
Testing time for Neural Network: 0.0014750957489013672 seconds
RMSE for Neural Network: 0.28154202245860216
MAE for Neural Network: 0.22478408445803116
Training time for Neural Network: 0.4851367473602295 seconds
Testing time for Neural Network: 0.0006742477416992188 seconds
RMSE for Neural Network: 421.69791252576425
MAE for Neural Network: 335.81263092567804
Training time for Neural Network: 0.5503668785095215 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 4.181443805397117
MAE for Neural Network: 3.386620793256078
Training time for Neural Network: 0.26088690757751465 seconds
Testing time for Neural Network: 0.0010461807250976562 seconds
RMSE for Neural Network: 423.2834780831821
MAE for Neural Network: 337.80156376019664
Training time for Neural Network: 0.5896949768066406 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 424.38677379783115
MAE for Neural Network: 339.18302940325594
Training time for Neural Network: 0.7384021282196045 seconds
Testing time for Neural Network: 0.0007159709930419922 seconds
RMSE for Neural Network: 423.8338226718852
MAE for Neural Network: 338.49091996876604
Training time for Neural Network: 0.6627330780029297 seconds
Testing time for Neural Network: 0.000759124755859375 seconds
RMSE for Neural Network: 2.5418483592267505
MAE for Neural Network: 2.085137277513594
Training time for Neural Network: 1.2122611999511719 seconds
Testing time for Neural Network: 0.0007066726684570312 seconds
RMSE for Neural Network: 0.22542693645705106
MAE for Neural Network: 0.1639002608237752
Training time for Neural Network: 0.5856420993804932 seconds
Testing time for Neural Network: 0.000705718994140625 seconds
RMSE for Neural Network: 0.3450318329246796
MAE for Neural Network: 0.2621975931767328
Training time for Neural Network: 0.260223388671875 seconds
Testing time for Neural Network: 0.0013356208801269531 seconds
RMSE for Neural Network: 1.128425577258772
MAE for Neural Network: 0.9173107177335902
Training time for Neural Network: 0.6406447887420654 seconds
Testing time for Neural Network: 0.0007443428039550781 seconds
RMSE for Neural Network: 423.2874009407114
MAE for Neural Network: 337.8064792981051
Training time for Neural Network: 0.7963371276855469 seconds
Testing time for Neural Network: 0.0021619796752929688 seconds
RMSE for Neural Network: 0.45539168196728325
MAE for Neural Network: 0.36378166221613273
Training time for Neural Network: 0.8290348052978516 seconds
Testing time for Neural Network: 0.0006930828094482422 seconds
RMSE for Neural Network: 0.3425556110062639
MAE for Neural Network: 0.2644871048253854
Training time for Neural Network: 0.7020847797393799 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 0.35611903914808274
MAE for Neural Network: 0.2931818183941893
Training time for Neural Network: 0.8307831287384033 seconds
Testing time for Neural Network: 0.0018038749694824219 seconds
RMSE for Neural Network: 422.62238460770504
MAE for Neural Network: 336.9728084462328
Training time for Neural Network: 0.9693200588226318 seconds
Testing time for Neural Network: 0.0007181167602539062 seconds
RMSE for Neural Network: 424.2400916940479
MAE for Neural Network: 338.999482390774
Training time for Neural Network: 0.4927518367767334 seconds
Testing time for Neural Network: 0.001583099365234375 seconds
RMSE for Neural Network: 421.785234272744
MAE for Neural Network: 335.9222789740985
Training time for Neural Network: 0.739454984664917 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 0.1810651796074619
MAE for Neural Network: 0.13681558910816444
Training time for Neural Network: 0.8956680297851562 seconds
Testing time for Neural Network: 0.0015430450439453125 seconds
RMSE for Neural Network: 423.89444405888105
MAE for Neural Network: 338.5668225987691
Training time for Neural Network: 0.7943239212036133 seconds
Testing time for Neural Network: 0.005464076995849609 seconds
RMSE for Neural Network: 0.14581924971378243
MAE for Neural Network: 0.10389706517481816
Training time for Neural Network: 0.6933078765869141 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.22785086920141348
MAE for Neural Network: 0.17629807067203862
Training time for Neural Network: 1.0647592544555664 seconds
Testing time for Neural Network: 0.002015829086303711 seconds
RMSE for Neural Network: 0.19439152356726166
MAE for Neural Network: 0.15032900289636295
Training time for Neural Network: 0.7441048622131348 seconds
Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 422.1173376114471
MAE for Neural Network: 336.33917460327893
Training time for Neural Network: 0.8509330749511719 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 0.14129503667653284
MAE for Neural Network: 0.11233280496444202
Training time for Neural Network: 1.0804448127746582 seconds
Testing time for Neural Network: 0.0037832260131835938 seconds
RMSE for Neural Network: 0.38101671239402185
MAE for Neural Network: 0.31974806645531584
Training time for Neural Network: 0.9460861682891846 seconds
Testing time for Neural Network: 0.0007088184356689453 seconds
RMSE for Neural Network: 423.3020837300396
MAE for Neural Network: 337.8248773415481
Training time for Neural Network: 0.6263320446014404 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 0.3428430946535729
MAE for Neural Network: 0.26109997228321924
Training time for Neural Network: 1.556044101715088 seconds
Testing time for Neural Network: 0.0006961822509765625 seconds
RMSE for Neural Network: 424.2111822348875
MAE for Neural Network: 338.96330301930834
Training time for Neural Network: 0.5528061389923096 seconds
Testing time for Neural Network: 0.0040819644927978516 seconds
RMSE for Neural Network: 0.22638351641712026
MAE for Neural Network: 0.1882657650780678
Training time for Neural Network: 0.690194845199585 seconds
Testing time for Neural Network: 0.0007398128509521484 seconds
RMSE for Neural Network: 423.30066144834564
MAE for Neural Network: 337.8230951892505
Training time for Neural Network: 0.36299705505371094 seconds
Testing time for Neural Network: 0.0005786418914794922 seconds
RMSE for Neural Network: 424.18027523841903
MAE for Neural Network: 338.9246222421432
Training time for Neural Network: 0.8995556831359863 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 89.87606397079145
MAE for Neural Network: 64.9787978967438
Training time for Neural Network: 0.48137807846069336 seconds
Testing time for Neural Network: 0.003834962844848633 seconds
RMSE for Neural Network: 422.3593259046019
MAE for Neural Network: 336.64282829020465
Training time for Neural Network: 0.4389224052429199 seconds
Testing time for Neural Network: 0.0006279945373535156 seconds
RMSE for Neural Network: 0.12097118333123306
MAE for Neural Network: 0.09681713509571693
Training time for Neural Network: 0.4975919723510742 seconds
Testing time for Neural Network: 0.0006299018859863281 seconds
RMSE for Neural Network: 422.8056292162427
MAE for Neural Network: 337.2026004608823
Training time for Neural Network: 1.0385968685150146 seconds
Testing time for Neural Network: 0.010766029357910156 seconds
RMSE for Neural Network: 423.38371786212446
MAE for Neural Network: 337.9271611033856
Training time for Neural Network: 0.34555602073669434 seconds
Testing time for Neural Network: 0.002191781997680664 seconds
RMSE for Neural Network: 0.7513417041728181
MAE for Neural Network: 0.6039678184232622
Training time for Neural Network: 1.03452730178833 seconds
Testing time for Neural Network: 0.0010178089141845703 seconds
RMSE for Neural Network: 0.5214984652619928
MAE for Neural Network: 0.4374923442358531
Training time for Neural Network: 0.7445740699768066 seconds
Testing time for Neural Network: 0.0007028579711914062 seconds
RMSE for Neural Network: 423.7811698062415
MAE for Neural Network: 338.42498953680274
Training time for Neural Network: 0.6459090709686279 seconds
Testing time for Neural Network: 0.0006678104400634766 seconds
RMSE for Neural Network: 0.13521926325513556
MAE for Neural Network: 0.100330362692618
Training time for Neural Network: 0.8909049034118652 seconds
Testing time for Neural Network: 0.0007231235504150391 seconds
RMSE for Neural Network: 423.7565039920607
MAE for Neural Network: 338.3941021002166
Training time for Neural Network: 0.646881103515625 seconds
Testing time for Neural Network: 0.0020170211791992188 seconds
RMSE for Neural Network: 0.16118565783876074
MAE for Neural Network: 0.13338569042095963
Training time for Neural Network: 0.4082150459289551 seconds
Testing time for Neural Network: 0.0008471012115478516 seconds
RMSE for Neural Network: 0.2764547637448585
MAE for Neural Network: 0.21483341216155463
Training time for Neural Network: 0.5736150741577148 seconds
Testing time for Neural Network: 0.000675201416015625 seconds
RMSE for Neural Network: 424.2743875974166
MAE for Neural Network: 339.04240093504734
Training time for Neural Network: 0.48604488372802734 seconds
Testing time for Neural Network: 0.0015411376953125 seconds
RMSE for Neural Network: 422.9895070700187
MAE for Neural Network: 337.43312930412736
Training time for Neural Network: 0.37883901596069336 seconds
Testing time for Neural Network: 0.0026819705963134766 seconds
RMSE for Neural Network: 424.10075844114783
MAE for Neural Network: 338.8250979059776
Training time for Neural Network: 0.520747184753418 seconds
Testing time for Neural Network: 0.0006017684936523438 seconds
RMSE for Neural Network: 0.7835086264494138
MAE for Neural Network: 0.6294672924367627
Training time for Neural Network: 0.39992785453796387 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 0.7141509421908298
MAE for Neural Network: 0.5962360636442877
Training time for Neural Network: 0.4756951332092285 seconds
Testing time for Neural Network: 0.0007679462432861328 seconds
RMSE for Neural Network: 422.5889399703228
MAE for Neural Network: 336.93086211547853
Training time for Neural Network: 0.2916409969329834 seconds
Testing time for Neural Network: 0.0006017684936523438 seconds
RMSE for Neural Network: 1.0776765143580462
MAE for Neural Network: 0.8597200390776351
Training time for Neural Network: 0.45540904998779297 seconds
Testing time for Neural Network: 0.0007407665252685547 seconds
RMSE for Neural Network: 421.8700184001119
MAE for Neural Network: 336.02872806584446
Training time for Neural Network: 0.5283463001251221 seconds
Testing time for Neural Network: 0.0015327930450439453 seconds
RMSE for Neural Network: 421.87841999727004
MAE for Neural Network: 336.0392758592833
Training time for Neural Network: 0.6706078052520752 seconds
Testing time for Neural Network: 0.0008282661437988281 seconds
RMSE for Neural Network: 0.3425672750171316
MAE for Neural Network: 0.2732026453000712
Training time for Neural Network: 1.246589183807373 seconds
Testing time for Neural Network: 0.0015749931335449219 seconds
RMSE for Neural Network: 9.394521546740812
MAE for Neural Network: 7.868641159137726
Training time for Neural Network: 0.45774388313293457 seconds
Testing time for Neural Network: 0.0006163120269775391 seconds
RMSE for Neural Network: 421.8090085814228
MAE for Neural Network: 335.952129597479
Training time for Neural Network: 0.6892988681793213 seconds
Testing time for Neural Network: 0.000698089599609375 seconds
RMSE for Neural Network: 0.21386807214382128
MAE for Neural Network: 0.1735087087135051
Training time for Neural Network: 0.5701818466186523 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 0.32120414894785115
MAE for Neural Network: 0.2582656725036766
Training time for Neural Network: 0.4810357093811035 seconds
Testing time for Neural Network: 0.0007290840148925781 seconds
RMSE for Neural Network: 0.8268562623565425
MAE for Neural Network: 0.6771187687801481
Training time for Neural Network: 0.532048225402832 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 423.6314804107031
MAE for Neural Network: 338.2375272727768
Training time for Neural Network: 0.7828719615936279 seconds
Testing time for Neural Network: 0.006806850433349609 seconds
RMSE for Neural Network: 422.48834136292163
MAE for Neural Network: 336.80467967092017
Training time for Neural Network: 0.736051082611084 seconds
Testing time for Neural Network: 0.0010459423065185547 seconds
RMSE for Neural Network: 0.18019291520633263
MAE for Neural Network: 0.14717130176586354
Training time for Neural Network: 0.5224173069000244 seconds
Testing time for Neural Network: 0.0006678104400634766 seconds
RMSE for Neural Network: 0.2680223915214683
MAE for Neural Network: 0.2190398433722317
Training time for Neural Network: 0.8417868614196777 seconds
Testing time for Neural Network: 0.0008041858673095703 seconds
RMSE for Neural Network: 0.4017936698473602
MAE for Neural Network: 0.3262361970826133
Training time for Neural Network: 0.886735200881958 seconds
Testing time for Neural Network: 0.0027108192443847656 seconds
RMSE for Neural Network: 0.13516331796802264
MAE for Neural Network: 0.1013404158330458
Training time for Neural Network: 0.9385099411010742 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 424.2816915953418
MAE for Neural Network: 339.05154104301505
Training time for Neural Network: 0.650439977645874 seconds
Testing time for Neural Network: 0.0006821155548095703 seconds
RMSE for Neural Network: 423.0668015282285
MAE for Neural Network: 337.5300167629007
Training time for Neural Network: 1.005035161972046 seconds
Testing time for Neural Network: 0.0006957054138183594 seconds
RMSE for Neural Network: 0.24529516037676058
MAE for Neural Network: 0.18331251889858868
Training time for Neural Network: 0.8114969730377197 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 423.73838056510726
MAE for Neural Network: 338.3714066297242
Training time for Neural Network: 0.6200029850006104 seconds
Testing time for Neural Network: 0.0011539459228515625 seconds
RMSE for Neural Network: 422.1036038182165
MAE for Neural Network: 336.32193805484116
Training time for Neural Network: 0.8756952285766602 seconds
Testing time for Neural Network: 0.0008089542388916016 seconds
RMSE for Neural Network: 423.8100708245006
MAE for Neural Network: 338.46117915191803
Training time for Neural Network: 0.5709347724914551 seconds
Testing time for Neural Network: 0.0006382465362548828 seconds
RMSE for Neural Network: 0.8045855568362806
MAE for Neural Network: 0.6744045628410149
Training time for Neural Network: 0.5921108722686768 seconds
Testing time for Neural Network: 0.0058209896087646484 seconds
RMSE for Neural Network: 421.8455347473154
MAE for Neural Network: 335.9979893494707
Training time for Neural Network: 0.9802019596099854 seconds
Testing time for Neural Network: 0.007703065872192383 seconds
RMSE for Neural Network: 0.16623131515317374
MAE for Neural Network: 0.13067190254845504
Training time for Neural Network: 0.8509838581085205 seconds
Testing time for Neural Network: 0.0021278858184814453 seconds
RMSE for Neural Network: 0.2537473574855044
MAE for Neural Network: 0.20496999868006227
Training time for Neural Network: 1.0849437713623047 seconds
Testing time for Neural Network: 0.0011200904846191406 seconds
RMSE for Neural Network: 423.5048286364754
MAE for Neural Network: 338.07888656206984
Training time for Neural Network: 1.1493890285491943 seconds
Testing time for Neural Network: 0.006044149398803711 seconds
RMSE for Neural Network: 423.57246945923913
MAE for Neural Network: 338.16361505111195
Training time for Neural Network: 0.9183530807495117 seconds
Testing time for Neural Network: 0.0006573200225830078 seconds
RMSE for Neural Network: 422.48898933282095
MAE for Neural Network: 336.80549248506475
Training time for Neural Network: 0.988724946975708 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 0.17545602335710703
MAE for Neural Network: 0.12793228001304077
Training time for Neural Network: 0.6471259593963623 seconds
Testing time for Neural Network: 0.004488945007324219 seconds
RMSE for Neural Network: 0.6959290246181107
MAE for Neural Network: 0.5645950004417863
Training time for Neural Network: 1.2208020687103271 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 423.916251877299
MAE for Neural Network: 338.5941261545098
Training time for Neural Network: 0.3804199695587158 seconds
Testing time for Neural Network: 0.003724813461303711 seconds
RMSE for Neural Network: 422.1268986176401
MAE for Neural Network: 336.35117391973813
Training time for Neural Network: 0.5134170055389404 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 424.0781027971442
MAE for Neural Network: 338.7967398495206
Training time for Neural Network: 0.7779228687286377 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 0.5845690014553693
MAE for Neural Network: 0.4632269174938983
Training time for Neural Network: 0.4740118980407715 seconds
Testing time for Neural Network: 0.0011398792266845703 seconds
RMSE for Neural Network: 0.6753112825506769
MAE for Neural Network: 0.5278157636603896
Training time for Neural Network: 0.582305908203125 seconds
Testing time for Neural Network: 0.0014300346374511719 seconds
RMSE for Neural Network: 19.171160496258818
MAE for Neural Network: 15.846279680125384
Training time for Neural Network: 0.6528949737548828 seconds
Testing time for Neural Network: 0.0006887912750244141 seconds
RMSE for Neural Network: 0.1661961475074319
MAE for Neural Network: 0.13130793152654224
Training time for Neural Network: 0.4589688777923584 seconds
Testing time for Neural Network: 0.0006251335144042969 seconds
RMSE for Neural Network: 421.8455873238141
MAE for Neural Network: 335.9980553592717
Training time for Neural Network: 0.5261180400848389 seconds
Testing time for Neural Network: 0.0007078647613525391 seconds
RMSE for Neural Network: 424.3587473140719
MAE for Neural Network: 339.14796193196685
Training time for Neural Network: 0.6000659465789795 seconds
Testing time for Neural Network: 0.0006690025329589844 seconds
RMSE for Neural Network: 0.3359289428173736
MAE for Neural Network: 0.2697731680622228
Training time for Neural Network: 0.6467649936676025 seconds
Testing time for Neural Network: 0.001447916030883789 seconds
RMSE for Neural Network: 421.9865783816314
MAE for Neural Network: 336.1750526063396
Training time for Neural Network: 0.446915864944458 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 0.14178863751816145
MAE for Neural Network: 0.11605990993376515
Training time for Neural Network: 0.588228702545166 seconds
Testing time for Neural Network: 0.0022881031036376953 seconds
RMSE for Neural Network: 423.73272092422144
MAE for Neural Network: 338.3643191036588
Training time for Neural Network: 0.9685807228088379 seconds
Testing time for Neural Network: 0.007720232009887695 seconds
RMSE for Neural Network: 423.5353952666381
MAE for Neural Network: 338.11717599717684
Training time for Neural Network: 0.5720140933990479 seconds
Testing time for Neural Network: 0.0012879371643066406 seconds
RMSE for Neural Network: 421.7601832313829
MAE for Neural Network: 335.89082425694244
Training time for Neural Network: 0.640315055847168 seconds
Testing time for Neural Network: 0.00139617919921875 seconds
RMSE for Neural Network: 3.357881794344265
MAE for Neural Network: 2.858517940416682
Training time for Neural Network: 0.6992189884185791 seconds
Testing time for Neural Network: 0.0019121170043945312 seconds
RMSE for Neural Network: 0.18894277489722078
MAE for Neural Network: 0.13337492734253048
Training time for Neural Network: 0.22139596939086914 seconds
Testing time for Neural Network: 0.0007112026214599609 seconds
RMSE for Neural Network: 423.692020929946
MAE for Neural Network: 338.31334921983245
Training time for Neural Network: 1.1998789310455322 seconds
Testing time for Neural Network: 0.01244807243347168 seconds
RMSE for Neural Network: 0.25521309311337287
MAE for Neural Network: 0.19958264533813633
Training time for Neural Network: 1.3761210441589355 seconds
Testing time for Neural Network: 0.0024929046630859375 seconds
RMSE for Neural Network: 422.44736832775897
MAE for Neural Network: 336.7532815989887
Training time for Neural Network: 0.9541482925415039 seconds
Testing time for Neural Network: 0.0006759166717529297 seconds
RMSE for Neural Network: 0.7924252369292071
MAE for Neural Network: 0.6647972291238576
Training time for Neural Network: 1.2342650890350342 seconds
Testing time for Neural Network: 0.0020821094512939453 seconds
RMSE for Neural Network: 424.1113474074363
MAE for Neural Network: 338.83835181453367
Training time for Neural Network: 0.24878311157226562 seconds
Testing time for Neural Network: 0.0005488395690917969 seconds
RMSE for Neural Network: 0.603830960365269
MAE for Neural Network: 0.5021246364741223
Training time for Neural Network: 0.867408037185669 seconds
Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 421.72955533912125
MAE for Neural Network: 335.85236564176756
Training time for Neural Network: 0.7887639999389648 seconds
Testing time for Neural Network: 0.0033380985260009766 seconds
RMSE for Neural Network: 0.684246591501835
MAE for Neural Network: 0.5656705169951782
Training time for Neural Network: 0.5994722843170166 seconds
Testing time for Neural Network: 0.004637956619262695 seconds
RMSE for Neural Network: 17.881376326037753
MAE for Neural Network: 14.83064512172823
Training time for Neural Network: 0.3938000202178955 seconds
Testing time for Neural Network: 0.0005850791931152344 seconds
RMSE for Neural Network: 423.82517054757363
MAE for Neural Network: 338.48008634234066
Training time for Neural Network: 0.44820475578308105 seconds
Testing time for Neural Network: 0.0006222724914550781 seconds
RMSE for Neural Network: 421.73176782963816
MAE for Neural Network: 335.8551438601922
Training time for Neural Network: 0.5731480121612549 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 0.5712054565097529
MAE for Neural Network: 0.4621878657896277
Training time for Neural Network: 0.25728416442871094 seconds
Testing time for Neural Network: 0.0005691051483154297 seconds
RMSE for Neural Network: 0.46868969214202416
MAE for Neural Network: 0.3765680054696675
Training time for Neural Network: 0.6511349678039551 seconds
Testing time for Neural Network: 0.0014803409576416016 seconds
RMSE for Neural Network: 422.7976026962941
MAE for Neural Network: 337.19253625543365
Training time for Neural Network: 0.6078007221221924 seconds
Testing time for Neural Network: 0.0007920265197753906 seconds
RMSE for Neural Network: 424.33909022868386
MAE for Neural Network: 339.12336568975246
Training time for Neural Network: 0.8274970054626465 seconds
Testing time for Neural Network: 0.0008041858673095703 seconds
RMSE for Neural Network: 423.80295808320886
MAE for Neural Network: 338.452272766363
Training time for Neural Network: 0.18167614936828613 seconds
Testing time for Neural Network: 0.0005476474761962891 seconds
RMSE for Neural Network: 422.21616936373783
MAE for Neural Network: 336.4632035346913
Training time for Neural Network: 0.7466590404510498 seconds
Testing time for Neural Network: 0.0019350051879882812 seconds
RMSE for Neural Network: 423.6453971365513
MAE for Neural Network: 338.2549573555794
Training time for Neural Network: 0.1886599063873291 seconds
Testing time for Neural Network: 0.0005838871002197266 seconds
RMSE for Neural Network: 1.535717902485939
MAE for Neural Network: 1.2483691802369854
Training time for Neural Network: 0.4195232391357422 seconds
Testing time for Neural Network: 0.002711772918701172 seconds
RMSE for Neural Network: 5.59672523373568
MAE for Neural Network: 4.5217610637052665
Training time for Neural Network: 1.1775579452514648 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 423.21791369436016
MAE for Neural Network: 337.7194044357615
Training time for Neural Network: 0.8097579479217529 seconds
Testing time for Neural Network: 0.004496097564697266 seconds
RMSE for Neural Network: 0.2837299404696396
MAE for Neural Network: 0.23020714256388522
Training time for Neural Network: 0.8057489395141602 seconds
Testing time for Neural Network: 0.0006809234619140625 seconds
RMSE for Neural Network: 423.46026245876067
MAE for Neural Network: 338.02305770802224
Training time for Neural Network: 0.9811522960662842 seconds
Testing time for Neural Network: 0.004281044006347656 seconds
RMSE for Neural Network: 422.7502667529797
MAE for Neural Network: 337.13318095428406
Training time for Neural Network: 1.5244948863983154 seconds
Testing time for Neural Network: 0.001756906509399414 seconds
RMSE for Neural Network: 424.2791505265815
MAE for Neural Network: 339.04836119969104
Training time for Neural Network: 1.0147919654846191 seconds
Testing time for Neural Network: 0.000720977783203125 seconds
RMSE for Neural Network: 0.3359193003666377
MAE for Neural Network: 0.28130395444870815
Training time for Neural Network: 1.097100019454956 seconds
Testing time for Neural Network: 0.0007009506225585938 seconds
RMSE for Neural Network: 421.88867084602504
MAE for Neural Network: 336.05214513355537
Training time for Neural Network: 0.7876408100128174 seconds
Testing time for Neural Network: 0.0025501251220703125 seconds
RMSE for Neural Network: 424.28028799700587
MAE for Neural Network: 339.04978460907586
Training time for Neural Network: 0.8622260093688965 seconds
Testing time for Neural Network: 0.006100893020629883 seconds
RMSE for Neural Network: 421.66051907595136
MAE for Neural Network: 335.7656727660516
Training time for Neural Network: 1.205463171005249 seconds
Testing time for Neural Network: 0.003032684326171875 seconds
RMSE for Neural Network: 422.87363522571616
MAE for Neural Network: 337.28786670980406
Training time for Neural Network: 1.139185905456543 seconds
Testing time for Neural Network: 0.004500389099121094 seconds
RMSE for Neural Network: 0.4966610606888669
MAE for Neural Network: 0.4114068610865263
Training time for Neural Network: 0.8694870471954346 seconds
Testing time for Neural Network: 0.0006999969482421875 seconds
RMSE for Neural Network: 422.5359246214179
MAE for Neural Network: 336.8643662608367
Training time for Neural Network: 1.917978048324585 seconds
Testing time for Neural Network: 0.002604961395263672 seconds
RMSE for Neural Network: 18.914431252544045
MAE for Neural Network: 15.68730813203843
Training time for Neural Network: 0.8242197036743164 seconds
Testing time for Neural Network: 0.0007092952728271484 seconds
RMSE for Neural Network: 423.8547546095537
MAE for Neural Network: 338.51712905813724
Training time for Neural Network: 1.1984288692474365 seconds
Testing time for Neural Network: 0.0026481151580810547 seconds
RMSE for Neural Network: 10.720826126490998
MAE for Neural Network: 8.915105067091655
Training time for Neural Network: 0.9153227806091309 seconds
Testing time for Neural Network: 0.0007150173187255859 seconds
RMSE for Neural Network: 422.2547201506436
MAE for Neural Network: 336.5115783299838
Training time for Neural Network: 0.861595869064331 seconds
Testing time for Neural Network: 0.0022542476654052734 seconds
RMSE for Neural Network: 422.31182350411643
MAE for Neural Network: 336.583228833539
Training time for Neural Network: 0.8052990436553955 seconds
Testing time for Neural Network: 0.0013880729675292969 seconds
RMSE for Neural Network: 422.7069578078236
MAE for Neural Network: 337.0788718383038
Training time for Neural Network: 0.4982922077178955 seconds
Testing time for Neural Network: 0.0019729137420654297 seconds
RMSE for Neural Network: 421.70174979890777
MAE for Neural Network: 335.8174495825063
Training time for Neural Network: 0.7310976982116699 seconds
Testing time for Neural Network: 0.0014579296112060547 seconds
RMSE for Neural Network: 0.19401003720648166
MAE for Neural Network: 0.1580464083486148
Training time for Neural Network: 1.5004682540893555 seconds
Testing time for Neural Network: 0.0008420944213867188 seconds
RMSE for Neural Network: 423.1636288096791
MAE for Neural Network: 337.65137406504715
Training time for Neural Network: 0.8548839092254639 seconds
Testing time for Neural Network: 0.003957986831665039 seconds
RMSE for Neural Network: 422.4993994663769
MAE for Neural Network: 336.81855086988253
Training time for Neural Network: 1.4583749771118164 seconds
Testing time for Neural Network: 0.0025200843811035156 seconds
RMSE for Neural Network: 423.1632513804469
MAE for Neural Network: 337.6509010494566
Training time for Neural Network: 1.0870862007141113 seconds
Testing time for Neural Network: 0.0006728172302246094 seconds
RMSE for Neural Network: 421.79499701047376
MAE for Neural Network: 335.9345370212835
Training time for Neural Network: 1.14754319190979 seconds
Testing time for Neural Network: 0.004936933517456055 seconds
RMSE for Neural Network: 422.7846554990995
MAE for Neural Network: 337.17630193436
Training time for Neural Network: 0.9391169548034668 seconds
Testing time for Neural Network: 0.0006952285766601562 seconds
RMSE for Neural Network: 0.1668511427160424
MAE for Neural Network: 0.13148701325953535
Training time for Neural Network: 0.8275642395019531 seconds
Testing time for Neural Network: 0.00406193733215332 seconds
RMSE for Neural Network: 423.7887499827234
MAE for Neural Network: 338.4344815064768
Training time for Neural Network: 0.7195320129394531 seconds
Testing time for Neural Network: 0.0016891956329345703 seconds
RMSE for Neural Network: 424.20719759256207
MAE for Neural Network: 338.9583162425338
Training time for Neural Network: 1.0465011596679688 seconds
Testing time for Neural Network: 0.0006957054138183594 seconds
RMSE for Neural Network: 423.99387394376146
MAE for Neural Network: 338.6913031101874
Training time for Neural Network: 0.6803557872772217 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 0.7253153005497815
MAE for Neural Network: 0.5947012754944628
Training time for Neural Network: 1.0013628005981445 seconds
Testing time for Neural Network: 0.003776073455810547 seconds
RMSE for Neural Network: 0.42090413635923235
MAE for Neural Network: 0.35361570037390017
Training time for Neural Network: 1.3251731395721436 seconds
Testing time for Neural Network: 0.002354860305786133 seconds
RMSE for Neural Network: 423.8119730304927
MAE for Neural Network: 338.46356102930423
Training time for Neural Network: 0.8903071880340576 seconds
Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 0.259958998958186
MAE for Neural Network: 0.19499626837498443
Training time for Neural Network: 0.9796421527862549 seconds
Testing time for Neural Network: 0.0056610107421875 seconds
RMSE for Neural Network: 0.1616077537415131
MAE for Neural Network: 0.12921735895168804
Training time for Neural Network: 0.973747968673706 seconds
Testing time for Neural Network: 0.0007531642913818359 seconds
RMSE for Neural Network: 422.8769688479602
MAE for Neural Network: 337.2920462191144
Training time for Neural Network: 1.952575922012329 seconds
Testing time for Neural Network: 0.002682209014892578 seconds
RMSE for Neural Network: 0.22907738414063097
MAE for Neural Network: 0.1883511835309872
Training time for Neural Network: 0.7191228866577148 seconds
Testing time for Neural Network: 0.0017898082733154297 seconds
RMSE for Neural Network: 8.477328276761341
MAE for Neural Network: 7.040785624383425
Training time for Neural Network: 1.0174148082733154 seconds
Testing time for Neural Network: 0.0007202625274658203 seconds
RMSE for Neural Network: 422.1214093523302
MAE for Neural Network: 336.3442847652329
Training time for Neural Network: 1.602630853652954 seconds
Testing time for Neural Network: 0.006356954574584961 seconds
RMSE for Neural Network: 0.12488535118459383
MAE for Neural Network: 0.09477346105236005
Training time for Neural Network: 1.0218377113342285 seconds
Testing time for Neural Network: 0.0015463829040527344 seconds
RMSE for Neural Network: 422.8401202061684
MAE for Neural Network: 337.2458464037852
Training time for Neural Network: 1.5960078239440918 seconds
Testing time for Neural Network: 0.003759145736694336 seconds
RMSE for Neural Network: 0.4386536039672048
MAE for Neural Network: 0.34979225271469105
Training time for Neural Network: 0.8753190040588379 seconds
Testing time for Neural Network: 0.0015361309051513672 seconds
RMSE for Neural Network: 423.5016869249698
MAE for Neural Network: 338.0749509930211
Training time for Neural Network: 1.117368221282959 seconds
Testing time for Neural Network: 0.003281831741333008 seconds
RMSE for Neural Network: 423.33722845448455
MAE for Neural Network: 337.86891342081617
Training time for Neural Network: 0.9752011299133301 seconds
Testing time for Neural Network: 0.000698089599609375 seconds
RMSE for Neural Network: 424.0695772812284
MAE for Neural Network: 338.7860682438378
Training time for Neural Network: 0.9170329570770264 seconds
Testing time for Neural Network: 0.0008401870727539062 seconds
RMSE for Neural Network: 423.5528456011793
MAE for Neural Network: 338.1390345368233
Training time for Neural Network: 0.7511098384857178 seconds
Testing time for Neural Network: 0.0006482601165771484 seconds
RMSE for Neural Network: 0.29528747683432505
MAE for Neural Network: 0.2250079451012165
Training time for Neural Network: 1.0326342582702637 seconds
Testing time for Neural Network: 0.006166934967041016 seconds
RMSE for Neural Network: 0.10753394193987321
MAE for Neural Network: 0.08578080740819632
Training time for Neural Network: 0.8718032836914062 seconds
Testing time for Neural Network: 0.012505769729614258 seconds
RMSE for Neural Network: 0.1730968193509202
MAE for Neural Network: 0.14539087110693624
Training time for Neural Network: 0.6471600532531738 seconds
Testing time for Neural Network: 0.0013692378997802734 seconds
RMSE for Neural Network: 423.3285396035473
MAE for Neural Network: 337.8580265488903
Training time for Neural Network: 0.8784699440002441 seconds
Testing time for Neural Network: 0.00322723388671875 seconds
RMSE for Neural Network: 0.18628066989649952
MAE for Neural Network: 0.14485460881006657
Training time for Neural Network: 1.668365240097046 seconds
Testing time for Neural Network: 0.0010118484497070312 seconds
RMSE for Neural Network: 423.63127681947344
MAE for Neural Network: 338.2372722813614
Training time for Neural Network: 1.8832597732543945 seconds
Testing time for Neural Network: 0.0019638538360595703 seconds
RMSE for Neural Network: 0.9591724520144584
MAE for Neural Network: 0.7640156850313449
Training time for Neural Network: 0.984630823135376 seconds
Testing time for Neural Network: 0.0055501461029052734 seconds
RMSE for Neural Network: 21.187071178546187
MAE for Neural Network: 17.52471387682129
Training time for Neural Network: 0.7055768966674805 seconds
Testing time for Neural Network: 0.0008611679077148438 seconds
RMSE for Neural Network: 421.74124069780197
MAE for Neural Network: 335.867038820364
Training time for Neural Network: 1.0632388591766357 seconds
Testing time for Neural Network: 0.002845287322998047 seconds
RMSE for Neural Network: 422.7998830923979
MAE for Neural Network: 337.19539558479124
Training time for Neural Network: 1.9773681163787842 seconds
Testing time for Neural Network: 0.0008020401000976562 seconds
RMSE for Neural Network: 423.7723852391529
MAE for Neural Network: 338.41398929701404
Training time for Neural Network: 0.9570989608764648 seconds
Testing time for Neural Network: 0.0035648345947265625 seconds
RMSE for Neural Network: 7.775139672267202
MAE for Neural Network: 6.331786669470664
Training time for Neural Network: 1.3477158546447754 seconds
Testing time for Neural Network: 0.0033731460571289062 seconds
RMSE for Neural Network: 3.979447601924459
MAE for Neural Network: 2.9590624258920912
Training time for Neural Network: 1.0678339004516602 seconds
Testing time for Neural Network: 0.004857301712036133 seconds
RMSE for Neural Network: 423.7224482334348
MAE for Neural Network: 338.35145455217776
Training time for Neural Network: 1.283891201019287 seconds
Testing time for Neural Network: 0.002356290817260742 seconds
RMSE for Neural Network: 421.9293908144237
MAE for Neural Network: 336.1032646281039
Training time for Neural Network: 1.105463981628418 seconds
Testing time for Neural Network: 0.004793882369995117 seconds
RMSE for Neural Network: 421.71857017184504
MAE for Neural Network: 335.8385714721046
Training time for Neural Network: 1.4160120487213135 seconds
Testing time for Neural Network: 0.008671045303344727 seconds
RMSE for Neural Network: 422.07008846839227
MAE for Neural Network: 336.2798733798307
Training time for Neural Network: 1.6550757884979248 seconds
Testing time for Neural Network: 0.0014269351959228516 seconds
RMSE for Neural Network: 423.6453191058226
MAE for Neural Network: 338.254859626455
Training time for Neural Network: 1.4168827533721924 seconds
Testing time for Neural Network: 0.0014047622680664062 seconds
RMSE for Neural Network: 424.281738288219
MAE for Neural Network: 339.05159947345965
Training time for Neural Network: 1.0552971363067627 seconds
Testing time for Neural Network: 0.0007710456848144531 seconds
RMSE for Neural Network: 0.5493831845187468
MAE for Neural Network: 0.45255957954298154
Training time for Neural Network: 0.860645055770874 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 422.29497568452024
MAE for Neural Network: 336.5620895897636
Training time for Neural Network: 0.893949031829834 seconds
Testing time for Neural Network: 0.0007150173187255859 seconds
RMSE for Neural Network: 424.1425135473673
MAE for Neural Network: 338.87736049921836
Training time for Neural Network: 0.8903958797454834 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 0.5585439838063856
MAE for Neural Network: 0.4397517785185574
Training time for Neural Network: 0.8712518215179443 seconds
Testing time for Neural Network: 0.003582000732421875 seconds
RMSE for Neural Network: 0.3784968392331128
MAE for Neural Network: 0.2822448250570185
Training time for Neural Network: 1.3433680534362793 seconds
Testing time for Neural Network: 0.005021810531616211 seconds
RMSE for Neural Network: 0.24741520349720153
MAE for Neural Network: 0.19847392220449733
Training time for Neural Network: 1.222823143005371 seconds
Testing time for Neural Network: 0.00133514404296875 seconds
RMSE for Neural Network: 422.84593856376915
MAE for Neural Network: 337.25314145388387
Training time for Neural Network: 0.7886419296264648 seconds
Testing time for Neural Network: 0.0007190704345703125 seconds
RMSE for Neural Network: 423.51703531066204
MAE for Neural Network: 338.0941774993635
Training time for Neural Network: 0.8429160118103027 seconds
Testing time for Neural Network: 0.0007021427154541016 seconds
RMSE for Neural Network: 0.3788316424371361
MAE for Neural Network: 0.29749737309236296
Training time for Neural Network: 0.7808489799499512 seconds
Testing time for Neural Network: 0.0006537437438964844 seconds
RMSE for Neural Network: 421.79047428742075
MAE for Neural Network: 335.92885833200745
Training time for Neural Network: 0.5312609672546387 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 423.95228382181165
MAE for Neural Network: 338.6392366787529
Training time for Neural Network: 0.6553168296813965 seconds
Testing time for Neural Network: 0.0008308887481689453 seconds
RMSE for Neural Network: 423.55156819519806
MAE for Neural Network: 338.13743445713027
Training time for Neural Network: 0.15071392059326172 seconds
Testing time for Neural Network: 0.0005528926849365234 seconds
RMSE for Neural Network: 423.16155298006254
MAE for Neural Network: 337.6487725153711
Training time for Neural Network: 0.5344760417938232 seconds
Testing time for Neural Network: 0.0007851123809814453 seconds
RMSE for Neural Network: 422.55313702518873
MAE for Neural Network: 336.8859558819074
Training time for Neural Network: 0.5298240184783936 seconds
Testing time for Neural Network: 0.0013377666473388672 seconds
RMSE for Neural Network: 423.124126227168
MAE for Neural Network: 337.6018658955293
Training time for Neural Network: 0.9634809494018555 seconds
Testing time for Neural Network: 0.001992940902709961 seconds
RMSE for Neural Network: 0.2567783518981628
MAE for Neural Network: 0.19892653903469826
Training time for Neural Network: 0.8426558971405029 seconds
Testing time for Neural Network: 0.0007102489471435547 seconds
RMSE for Neural Network: 422.3271351396128
MAE for Neural Network: 336.6024401811004
Training time for Neural Network: 1.6279199123382568 seconds
Testing time for Neural Network: 0.0010859966278076172 seconds
RMSE for Neural Network: 421.7079036409895
MAE for Neural Network: 335.82517721861865
Training time for Neural Network: 0.9590797424316406 seconds
Testing time for Neural Network: 0.0008368492126464844 seconds
RMSE for Neural Network: 0.13477289208662738
MAE for Neural Network: 0.10825062184650433
Training time for Neural Network: 0.9694521427154541 seconds
Testing time for Neural Network: 0.005018949508666992 seconds
RMSE for Neural Network: 0.5807168722078899
MAE for Neural Network: 0.47711753092421766
Training time for Neural Network: 1.1634716987609863 seconds
Testing time for Neural Network: 0.004370927810668945 seconds
RMSE for Neural Network: 423.6795096822331
MAE for Neural Network: 338.29768043132657
Training time for Neural Network: 1.3375349044799805 seconds
Testing time for Neural Network: 0.0007278919219970703 seconds
RMSE for Neural Network: 422.42927188984993
MAE for Neural Network: 336.730579855806
Training time for Neural Network: 1.0642340183258057 seconds
Testing time for Neural Network: 0.016729116439819336 seconds
RMSE for Neural Network: 422.6769687204586
MAE for Neural Network: 337.0412638644622
Training time for Neural Network: 0.9867560863494873 seconds
Testing time for Neural Network: 0.005136013031005859 seconds
RMSE for Neural Network: 421.9001015005213
MAE for Neural Network: 336.06649536481433
Training time for Neural Network: 1.1762897968292236 seconds
Testing time for Neural Network: 0.0032682418823242188 seconds
RMSE for Neural Network: 421.9646646267072
MAE for Neural Network: 336.1475447689125
Training time for Neural Network: 0.9733767509460449 seconds
Testing time for Neural Network: 0.0006811618804931641 seconds
RMSE for Neural Network: 0.5374397130604502
MAE for Neural Network: 0.4355125741824334
Training time for Neural Network: 1.2551300525665283 seconds
Testing time for Neural Network: 0.0006740093231201172 seconds
RMSE for Neural Network: 422.60295641722
MAE for Neural Network: 336.9484418026196
Training time for Neural Network: 0.6354379653930664 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 423.41884163015334
MAE for Neural Network: 337.9711660897412
Training time for Neural Network: 0.9303889274597168 seconds
Testing time for Neural Network: 0.0010051727294921875 seconds
RMSE for Neural Network: 423.94321810436816
MAE for Neural Network: 338.62788697525536
Training time for Neural Network: 3.1381680965423584 seconds
Testing time for Neural Network: 0.008191108703613281 seconds
RMSE for Neural Network: 421.78537295774134
MAE for Neural Network: 335.9224531074687
Training time for Neural Network: 1.7057220935821533 seconds
Testing time for Neural Network: 0.0008318424224853516 seconds
RMSE for Neural Network: 422.94340829689537
MAE for Neural Network: 337.3753403591212
Training time for Neural Network: 0.7333681583404541 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 0.5575025007987368
MAE for Neural Network: 0.43624906186981177
Training time for Neural Network: 1.2299630641937256 seconds
Testing time for Neural Network: 0.00913691520690918 seconds
RMSE for Neural Network: 422.41055682686914
MAE for Neural Network: 336.70710146865656
Training time for Neural Network: 0.9648551940917969 seconds
Testing time for Neural Network: 0.0025000572204589844 seconds
RMSE for Neural Network: 0.2903080490488419
MAE for Neural Network: 0.19072557274840654
Training time for Neural Network: 1.2392370700836182 seconds
Testing time for Neural Network: 0.003345966339111328 seconds
RMSE for Neural Network: 0.16980354161676933
MAE for Neural Network: 0.1317886514381678
Training time for Neural Network: 1.052567958831787 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.5315318094327429
MAE for Neural Network: 0.4192305214957422
Training time for Neural Network: 0.9284720420837402 seconds
Testing time for Neural Network: 0.0006687641143798828 seconds
RMSE for Neural Network: 421.7403955924103
MAE for Neural Network: 335.86597763852365
Training time for Neural Network: 1.5421411991119385 seconds
Testing time for Neural Network: 0.009091854095458984 seconds
RMSE for Neural Network: 423.9657405222468
MAE for Neural Network: 338.65608336070915
Training time for Neural Network: 0.7382869720458984 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 422.1928932996699
MAE for Neural Network: 336.43399473505195
Training time for Neural Network: 1.1115570068359375 seconds
Testing time for Neural Network: 0.004842042922973633 seconds
RMSE for Neural Network: 0.35088552689969044
MAE for Neural Network: 0.27716083023658483
Training time for Neural Network: 1.130296230316162 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.1764306125726217
MAE for Neural Network: 0.13773599308203516
Training time for Neural Network: 2.3770411014556885 seconds
Testing time for Neural Network: 0.0007398128509521484 seconds
RMSE for Neural Network: 0.37872756315741296
MAE for Neural Network: 0.306396290191876
Training time for Neural Network: 0.6537661552429199 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 423.27585225196725
MAE for Neural Network: 337.79200813558
Training time for Neural Network: 1.6706256866455078 seconds
Testing time for Neural Network: 0.0015110969543457031 seconds
RMSE for Neural Network: 424.11042137403126
MAE for Neural Network: 338.8371927322868
Training time for Neural Network: 0.5621240139007568 seconds
Testing time for Neural Network: 0.001971006393432617 seconds
RMSE for Neural Network: 0.3523029438401707
MAE for Neural Network: 0.2886371724181522
Training time for Neural Network: 0.922313928604126 seconds
Testing time for Neural Network: 0.0008418560028076172 seconds
RMSE for Neural Network: 0.7190212838530379
MAE for Neural Network: 0.5499394531596052
Training time for Neural Network: 0.34149980545043945 seconds
Testing time for Neural Network: 0.0014400482177734375 seconds
RMSE for Neural Network: 24.551663748017106
MAE for Neural Network: 20.547010822106877
Training time for Neural Network: 0.5355980396270752 seconds
Testing time for Neural Network: 0.0017077922821044922 seconds
RMSE for Neural Network: 422.2448163621007
MAE for Neural Network: 336.4991509726327
Training time for Neural Network: 1.0219628810882568 seconds
Testing time for Neural Network: 0.0006098747253417969 seconds
RMSE for Neural Network: 422.5810264207172
MAE for Neural Network: 336.920936647495
Training time for Neural Network: 0.4465200901031494 seconds
Testing time for Neural Network: 0.0024230480194091797 seconds
RMSE for Neural Network: 422.0809171481626
MAE for Neural Network: 336.2934645235803
Training time for Neural Network: 0.2793762683868408 seconds
Testing time for Neural Network: 0.003507852554321289 seconds
RMSE for Neural Network: 421.9424848191851
MAE for Neural Network: 336.11970212414917
Training time for Neural Network: 0.6372511386871338 seconds
Testing time for Neural Network: 0.002373933792114258 seconds
RMSE for Neural Network: 0.2080118099295408
MAE for Neural Network: 0.14345859298995145
Training time for Neural Network: 0.3609437942504883 seconds
Testing time for Neural Network: 0.0023260116577148438 seconds
RMSE for Neural Network: 423.45398921800023
MAE for Neural Network: 338.01519883768066
Training time for Neural Network: 0.6138076782226562 seconds
Testing time for Neural Network: 0.002361297607421875 seconds
RMSE for Neural Network: 0.40929754609994723
MAE for Neural Network: 0.30960591614633104
Training time for Neural Network: 0.6929662227630615 seconds
Testing time for Neural Network: 0.0013680458068847656 seconds
RMSE for Neural Network: 0.40648117749447116
MAE for Neural Network: 0.3160406148671103
Training time for Neural Network: 1.0163288116455078 seconds
Testing time for Neural Network: 0.0007219314575195312 seconds
RMSE for Neural Network: 421.7903970784651
MAE for Neural Network: 335.9287613888513
Training time for Neural Network: 0.5575368404388428 seconds
Testing time for Neural Network: 0.001493215560913086 seconds
RMSE for Neural Network: 422.8889257158028
MAE for Neural Network: 337.30703691696726
Training time for Neural Network: 0.5279896259307861 seconds
Testing time for Neural Network: 0.0006682872772216797 seconds
RMSE for Neural Network: 0.11249520210118762
MAE for Neural Network: 0.08072000488319885
Training time for Neural Network: 0.16089606285095215 seconds
Testing time for Neural Network: 0.0005950927734375 seconds
RMSE for Neural Network: 424.2505011211066
MAE for Neural Network: 339.01250915290507
Training time for Neural Network: 0.5320558547973633 seconds
Testing time for Neural Network: 0.01153707504272461 seconds
RMSE for Neural Network: 7.513084863525437
MAE for Neural Network: 6.256825652608642
Training time for Neural Network: 0.27012181282043457 seconds
Testing time for Neural Network: 0.0008797645568847656 seconds
RMSE for Neural Network: 422.0811818215602
MAE for Neural Network: 336.29379671430684
Training time for Neural Network: 0.40720677375793457 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 0.4886785547867034
MAE for Neural Network: 0.3839457939207032
Training time for Neural Network: 0.36404991149902344 seconds
Testing time for Neural Network: 0.0005750656127929688 seconds
RMSE for Neural Network: 1.1138233429977809
MAE for Neural Network: 0.898808843097236
Training time for Neural Network: 0.7110257148742676 seconds
Testing time for Neural Network: 0.0016682147979736328 seconds
RMSE for Neural Network: 423.58512938519425
MAE for Neural Network: 338.179472317452
Training time for Neural Network: 0.5647077560424805 seconds
Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 0.7735716966209265
MAE for Neural Network: 0.6234116550564888
Training time for Neural Network: 0.5998659133911133 seconds
Testing time for Neural Network: 0.000675201416015625 seconds
RMSE for Neural Network: 423.91524661235724
MAE for Neural Network: 338.5928675726264
Training time for Neural Network: 0.196929931640625 seconds
Testing time for Neural Network: 0.0007288455963134766 seconds
RMSE for Neural Network: 423.98663641681804
MAE for Neural Network: 338.6822427005667
Training time for Neural Network: 0.9214420318603516 seconds
Testing time for Neural Network: 0.005089759826660156 seconds
RMSE for Neural Network: 423.68624556307793
MAE for Neural Network: 338.30611632067087
Training time for Neural Network: 0.8291749954223633 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 423.06562487505755
MAE for Neural Network: 337.5285419213632
Training time for Neural Network: 0.7931010723114014 seconds
Testing time for Neural Network: 0.0037980079650878906 seconds
RMSE for Neural Network: 422.53945730949965
MAE for Neural Network: 336.86879737376245
Training time for Neural Network: 1.3515658378601074 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 421.78821691725426
MAE for Neural Network: 335.9260239857508
Training time for Neural Network: 0.3383641242980957 seconds
Testing time for Neural Network: 0.0006017684936523438 seconds
RMSE for Neural Network: 1.2958042791105444
MAE for Neural Network: 1.0458712501896053
Training time for Neural Network: 1.1306700706481934 seconds
Testing time for Neural Network: 0.0026319026947021484 seconds
RMSE for Neural Network: 423.0346583194286
MAE for Neural Network: 337.4897269548723
Training time for Neural Network: 1.3296446800231934 seconds
Testing time for Neural Network: 0.0008401870727539062 seconds
RMSE for Neural Network: 424.19217903409515
MAE for Neural Network: 338.9395202898775
Training time for Neural Network: 0.9392151832580566 seconds
Testing time for Neural Network: 0.002859830856323242 seconds
RMSE for Neural Network: 423.33370727590216
MAE for Neural Network: 337.864501504076
Training time for Neural Network: 0.5887031555175781 seconds
Testing time for Neural Network: 0.0008249282836914062 seconds
RMSE for Neural Network: 424.073270599254
MAE for Neural Network: 338.7906912791239
Training time for Neural Network: 1.2471330165863037 seconds
Testing time for Neural Network: 0.0007140636444091797 seconds
RMSE for Neural Network: 0.23772611330769197
MAE for Neural Network: 0.18450323343224714
Training time for Neural Network: 0.7833893299102783 seconds
Testing time for Neural Network: 0.0006740093231201172 seconds
RMSE for Neural Network: 423.11372247838494
MAE for Neural Network: 337.5888265481461
Training time for Neural Network: 0.7689881324768066 seconds
Testing time for Neural Network: 0.0032758712768554688 seconds
RMSE for Neural Network: 0.9712755813578204
MAE for Neural Network: 0.7930624022976198
Training time for Neural Network: 1.1122398376464844 seconds
Testing time for Neural Network: 0.0006802082061767578 seconds
RMSE for Neural Network: 0.34270329778181946
MAE for Neural Network: 0.25978217303177326
Training time for Neural Network: 0.9106791019439697 seconds
Testing time for Neural Network: 0.010936975479125977 seconds
RMSE for Neural Network: 424.09490206304116
MAE for Neural Network: 338.81776756318294
Training time for Neural Network: 0.8290367126464844 seconds
Testing time for Neural Network: 0.0020270347595214844 seconds
RMSE for Neural Network: 422.17292232963064
MAE for Neural Network: 336.4089327128204
Training time for Neural Network: 0.6704208850860596 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 0.16287959641741787
MAE for Neural Network: 0.12275558122567742
Training time for Neural Network: 1.0113699436187744 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 422.6237854636742
MAE for Neural Network: 336.9745653610733
Training time for Neural Network: 0.7359130382537842 seconds
Testing time for Neural Network: 0.007834672927856445 seconds
RMSE for Neural Network: 422.45359774580436
MAE for Neural Network: 336.76109619285364
Training time for Neural Network: 0.6949098110198975 seconds
Testing time for Neural Network: 0.0015141963958740234 seconds
RMSE for Neural Network: 3.7593648814385916
MAE for Neural Network: 3.15069613676007
Training time for Neural Network: 0.8978798389434814 seconds
Testing time for Neural Network: 0.0035047531127929688 seconds
RMSE for Neural Network: 1.2299421833930564
MAE for Neural Network: 0.999414272813256
Training time for Neural Network: 1.7869410514831543 seconds
Testing time for Neural Network: 0.0007410049438476562 seconds
RMSE for Neural Network: 422.5643757050098
MAE for Neural Network: 336.90005235322127
Training time for Neural Network: 0.9946601390838623 seconds
Testing time for Neural Network: 0.0006899833679199219 seconds
RMSE for Neural Network: 422.5969604123844
MAE for Neural Network: 336.94092154326535
Training time for Neural Network: 0.9191040992736816 seconds
Testing time for Neural Network: 0.0006537437438964844 seconds
RMSE for Neural Network: 424.13738501114096
MAE for Neural Network: 338.870941546671
Training time for Neural Network: 0.731698751449585 seconds
Testing time for Neural Network: 0.0007870197296142578 seconds
RMSE for Neural Network: 421.97563402528164
MAE for Neural Network: 336.1613145078966
Training time for Neural Network: 1.2723519802093506 seconds
Testing time for Neural Network: 0.0037529468536376953 seconds
RMSE for Neural Network: 422.9899206549512
MAE for Neural Network: 337.4336477536295
Training time for Neural Network: 0.5701460838317871 seconds
Testing time for Neural Network: 0.0007500648498535156 seconds
RMSE for Neural Network: 422.203282660209
MAE for Neural Network: 336.44703230924017
Training time for Neural Network: 0.9365780353546143 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 422.30696198232397
MAE for Neural Network: 336.5771290497596
Training time for Neural Network: 1.4467236995697021 seconds
Testing time for Neural Network: 0.0006852149963378906 seconds
RMSE for Neural Network: 0.1622471487874788
MAE for Neural Network: 0.12625187544612496
Training time for Neural Network: 0.8997561931610107 seconds
Testing time for Neural Network: 0.007675886154174805 seconds
RMSE for Neural Network: 422.2691204459043
MAE for Neural Network: 336.52964764311054
Training time for Neural Network: 0.6682469844818115 seconds
Testing time for Neural Network: 0.0006818771362304688 seconds
RMSE for Neural Network: 0.6160080769118809
MAE for Neural Network: 0.5052754852714216
Training time for Neural Network: 1.6303141117095947 seconds
Testing time for Neural Network: 0.0006628036499023438 seconds
RMSE for Neural Network: 421.95060497470797
MAE for Neural Network: 336.12989557485145
Training time for Neural Network: 0.3410050868988037 seconds
Testing time for Neural Network: 0.0029659271240234375 seconds
RMSE for Neural Network: 424.05422253696537
MAE for Neural Network: 338.7668480121228
Training time for Neural Network: 0.7316701412200928 seconds
Testing time for Neural Network: 0.000823974609375 seconds
RMSE for Neural Network: 423.94563561382034
MAE for Neural Network: 338.63091355728983
Training time for Neural Network: 0.5204019546508789 seconds
Testing time for Neural Network: 0.0007538795471191406 seconds
RMSE for Neural Network: 0.38181426194338486
MAE for Neural Network: 0.3161903111261119
Training time for Neural Network: 1.0299451351165771 seconds
Testing time for Neural Network: 0.0006797313690185547 seconds
RMSE for Neural Network: 422.75182501712044
MAE for Neural Network: 337.1351349473153
Training time for Neural Network: 1.2192072868347168 seconds
Testing time for Neural Network: 0.0020437240600585938 seconds
RMSE for Neural Network: 0.4188574499934666
MAE for Neural Network: 0.32385238354452506
Training time for Neural Network: 0.5906059741973877 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 0.8961289754406516
MAE for Neural Network: 0.7293934583981785
Training time for Neural Network: 1.3140459060668945 seconds
Testing time for Neural Network: 0.0015559196472167969 seconds
RMSE for Neural Network: 0.5080558177564257
MAE for Neural Network: 0.4148636247926342
Training time for Neural Network: 0.5757768154144287 seconds
Testing time for Neural Network: 0.0007121562957763672 seconds
RMSE for Neural Network: 0.19765949191814294
MAE for Neural Network: 0.12358420123631568
Training time for Neural Network: 0.5924572944641113 seconds
Testing time for Neural Network: 0.001986980438232422 seconds
RMSE for Neural Network: 0.5380887244683767
MAE for Neural Network: 0.44531327155155936
Training time for Neural Network: 0.9313921928405762 seconds
Testing time for Neural Network: 0.008603811264038086 seconds
RMSE for Neural Network: 423.59984975640003
MAE for Neural Network: 338.19791006788205
Training time for Neural Network: 0.7649588584899902 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 421.8368432519643
MAE for Neural Network: 335.98707711074377
Training time for Neural Network: 0.3675410747528076 seconds
Testing time for Neural Network: 0.0018439292907714844 seconds
RMSE for Neural Network: 423.6259461210946
MAE for Neural Network: 338.23059572964587
Training time for Neural Network: 0.43010473251342773 seconds
Testing time for Neural Network: 0.0005772113800048828 seconds
RMSE for Neural Network: 421.9655401759634
MAE for Neural Network: 336.1486438417253
Training time for Neural Network: 0.940544843673706 seconds
Testing time for Neural Network: 0.0011610984802246094 seconds
RMSE for Neural Network: 0.3189789022707795
MAE for Neural Network: 0.23811671315584398
Training time for Neural Network: 0.8381500244140625 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 0.44723149264474127
MAE for Neural Network: 0.3777313029911598
Training time for Neural Network: 0.920590877532959 seconds
Testing time for Neural Network: 0.0007371902465820312 seconds
RMSE for Neural Network: 422.1625238762814
MAE for Neural Network: 336.39588318858836
Training time for Neural Network: 0.7861340045928955 seconds
Testing time for Neural Network: 0.0026099681854248047 seconds
RMSE for Neural Network: 423.0028642631366
MAE for Neural Network: 337.4498730707364
Training time for Neural Network: 0.6425542831420898 seconds
Testing time for Neural Network: 0.0050580501556396484 seconds
RMSE for Neural Network: 5.742174665786286
MAE for Neural Network: 4.63505584425345
Training time for Neural Network: 0.44815993309020996 seconds
Testing time for Neural Network: 0.001911163330078125 seconds
RMSE for Neural Network: 422.29954532051653
MAE for Neural Network: 336.56782323709064
Training time for Neural Network: 0.7666940689086914 seconds
Testing time for Neural Network: 0.0012598037719726562 seconds
RMSE for Neural Network: 423.80218209727207
MAE for Neural Network: 338.45130109226625
Training time for Neural Network: 0.9122223854064941 seconds
Testing time for Neural Network: 0.0008959770202636719 seconds
RMSE for Neural Network: 0.31911742200448245
MAE for Neural Network: 0.24883361741410945
Training time for Neural Network: 0.9325771331787109 seconds
Testing time for Neural Network: 0.0007579326629638672 seconds
RMSE for Neural Network: 0.305463407548396
MAE for Neural Network: 0.2369359005906456
Training time for Neural Network: 0.5110659599304199 seconds
Testing time for Neural Network: 0.0006091594696044922 seconds
RMSE for Neural Network: 0.9751713679128351
MAE for Neural Network: 0.795623446379689
Training time for Neural Network: 0.8613989353179932 seconds
Testing time for Neural Network: 0.0007319450378417969 seconds
RMSE for Neural Network: 422.5788190481325
MAE for Neural Network: 336.91816805977214
Training time for Neural Network: 0.6866319179534912 seconds
Testing time for Neural Network: 0.0007429122924804688 seconds
RMSE for Neural Network: 0.22331449642209053
MAE for Neural Network: 0.17262568761023167
Training time for Neural Network: 0.3189220428466797 seconds
Testing time for Neural Network: 0.0005619525909423828 seconds
RMSE for Neural Network: 424.17591724313706
MAE for Neural Network: 338.91916798802515
Training time for Neural Network: 0.37752795219421387 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 0.47606853072434024
MAE for Neural Network: 0.3855948329376495
Training time for Neural Network: 1.1800730228424072 seconds
Testing time for Neural Network: 0.0008890628814697266 seconds
RMSE for Neural Network: 0.11916903993130036
MAE for Neural Network: 0.0954563530728494
Training time for Neural Network: 0.900644063949585 seconds
Testing time for Neural Network: 0.0015790462493896484 seconds
RMSE for Neural Network: 21.76137198432185
MAE for Neural Network: 17.377236194137957
Training time for Neural Network: 0.7972180843353271 seconds
Testing time for Neural Network: 0.0010540485382080078 seconds
RMSE for Neural Network: 421.70528264126557
MAE for Neural Network: 335.8218859279249
Training time for Neural Network: 1.5011839866638184 seconds
Testing time for Neural Network: 0.0035490989685058594 seconds
RMSE for Neural Network: 424.16404056989643
MAE for Neural Network: 338.9043035625533
Training time for Neural Network: 0.6027257442474365 seconds
Testing time for Neural Network: 0.0015101432800292969 seconds
RMSE for Neural Network: 0.19539029848686923
MAE for Neural Network: 0.14518123723886253
Training time for Neural Network: 0.7198479175567627 seconds
Testing time for Neural Network: 0.0007112026214599609 seconds
RMSE for Neural Network: 424.0945419670069
MAE for Neural Network: 338.817316834373
Training time for Neural Network: 1.0154659748077393 seconds
Testing time for Neural Network: 0.0006639957427978516 seconds
RMSE for Neural Network: 0.1131803648093892
MAE for Neural Network: 0.08214276320640464
Training time for Neural Network: 0.38205599784851074 seconds
Testing time for Neural Network: 0.0013279914855957031 seconds
RMSE for Neural Network: 2.1745076336915066
MAE for Neural Network: 1.7070547978959008
Training time for Neural Network: 0.9907078742980957 seconds
Testing time for Neural Network: 0.0007090568542480469 seconds
RMSE for Neural Network: 421.87616671295785
MAE for Neural Network: 336.0364469831478
Training time for Neural Network: 0.5764369964599609 seconds
Testing time for Neural Network: 0.0014257431030273438 seconds
RMSE for Neural Network: 0.3348939168366214
MAE for Neural Network: 0.24938637646074419
Training time for Neural Network: 0.6132259368896484 seconds
Testing time for Neural Network: 0.0006930828094482422 seconds
RMSE for Neural Network: 423.3555829763972
MAE for Neural Network: 337.89191067251625
Training time for Neural Network: 0.5744383335113525 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 422.94899656381335
MAE for Neural Network: 337.3823459444419
Training time for Neural Network: 0.7453470230102539 seconds
Testing time for Neural Network: 0.0007228851318359375 seconds
RMSE for Neural Network: 0.24128104787782154
MAE for Neural Network: 0.18838524233710607
Training time for Neural Network: 0.470505952835083 seconds
Testing time for Neural Network: 0.0011341571807861328 seconds
RMSE for Neural Network: 423.069622447191
MAE for Neural Network: 337.5335525518126
Training time for Neural Network: 0.7275302410125732 seconds
Testing time for Neural Network: 0.0022058486938476562 seconds
RMSE for Neural Network: 0.22920947219143437
MAE for Neural Network: 0.17929195840123846
Training time for Neural Network: 0.9298739433288574 seconds
Testing time for Neural Network: 0.0026123523712158203 seconds
RMSE for Neural Network: 423.9092618135792
MAE for Neural Network: 338.5853746279838
Training time for Neural Network: 0.8387458324432373 seconds
Testing time for Neural Network: 0.0025510787963867188 seconds
RMSE for Neural Network: 0.294291714951471
MAE for Neural Network: 0.23808625759108704
Training time for Neural Network: 0.6631019115447998 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 422.6565018207586
MAE for Neural Network: 337.0155963631348
Training time for Neural Network: 0.7708139419555664 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 424.19526612086736
MAE for Neural Network: 338.94338385634853
Training time for Neural Network: 0.7313849925994873 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 423.18187924233285
MAE for Neural Network: 337.67424624882324
Training time for Neural Network: 0.866060733795166 seconds
Testing time for Neural Network: 0.0007171630859375 seconds
RMSE for Neural Network: 13.786942761640088
MAE for Neural Network: 11.417420017454205
Training time for Neural Network: 2.062959909439087 seconds
Testing time for Neural Network: 0.0010211467742919922 seconds
RMSE for Neural Network: 424.0263551454957
MAE for Neural Network: 338.73196412298114
Training time for Neural Network: 0.7767050266265869 seconds
Testing time for Neural Network: 0.004477024078369141 seconds
RMSE for Neural Network: 423.61558805562703
MAE for Neural Network: 338.2176224036134
Training time for Neural Network: 0.6649060249328613 seconds
Testing time for Neural Network: 0.004228115081787109 seconds
RMSE for Neural Network: 423.90679823656643
MAE for Neural Network: 338.58229022176516
Training time for Neural Network: 1.0397369861602783 seconds
Testing time for Neural Network: 0.005423307418823242 seconds
RMSE for Neural Network: 0.14068886247270604
MAE for Neural Network: 0.10983729990080614
Training time for Neural Network: 0.5402300357818604 seconds
Testing time for Neural Network: 0.0006318092346191406 seconds
RMSE for Neural Network: 423.06722391008213
MAE for Neural Network: 337.53054618452256
Training time for Neural Network: 0.49920201301574707 seconds
Testing time for Neural Network: 0.0022847652435302734 seconds
RMSE for Neural Network: 423.0334454133586
MAE for Neural Network: 337.4882066071874
Training time for Neural Network: 0.46927523612976074 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 0.9845185523809812
MAE for Neural Network: 0.7968198390671862
Training time for Neural Network: 0.5885920524597168 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 0.6255540757638683
MAE for Neural Network: 0.5052201887886179
Training time for Neural Network: 0.7681348323822021 seconds
Testing time for Neural Network: 0.0007030963897705078 seconds
RMSE for Neural Network: 423.36620750985105
MAE for Neural Network: 337.90522239514553
Training time for Neural Network: 0.8677709102630615 seconds
Testing time for Neural Network: 0.0008912086486816406 seconds
RMSE for Neural Network: 422.92965947414035
MAE for Neural Network: 337.35810428023046
Training time for Neural Network: 0.9783749580383301 seconds
Testing time for Neural Network: 0.001695871353149414 seconds
RMSE for Neural Network: 422.235738784798
MAE for Neural Network: 336.4877602050076
Training time for Neural Network: 1.4346578121185303 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 422.67940032539485
MAE for Neural Network: 337.0443132884368
Training time for Neural Network: 0.3627910614013672 seconds
Testing time for Neural Network: 0.0008502006530761719 seconds
RMSE for Neural Network: 0.24897211196432023
MAE for Neural Network: 0.1968431850457052
Training time for Neural Network: 0.5921630859375 seconds
Testing time for Neural Network: 0.0006501674652099609 seconds
RMSE for Neural Network: 0.5247024738199245
MAE for Neural Network: 0.4327241393631763
Training time for Neural Network: 0.9113988876342773 seconds
Testing time for Neural Network: 0.0008428096771240234 seconds
RMSE for Neural Network: 0.1950691382750837
MAE for Neural Network: 0.1496276492945285
Training time for Neural Network: 0.873136043548584 seconds
Testing time for Neural Network: 0.0007207393646240234 seconds
RMSE for Neural Network: 424.0234598901292
MAE for Neural Network: 338.72833982091686
Training time for Neural Network: 0.5593967437744141 seconds
Testing time for Neural Network: 0.0006928443908691406 seconds
RMSE for Neural Network: 423.9459781665369
MAE for Neural Network: 338.6313424126897
Training time for Neural Network: 0.49540019035339355 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 423.3221372789897
MAE for Neural Network: 337.85000454505
Training time for Neural Network: 0.7139639854431152 seconds
Testing time for Neural Network: 0.0006818771362304688 seconds
RMSE for Neural Network: 0.19595964584541414
MAE for Neural Network: 0.1525879460266245
Training time for Neural Network: 0.8001701831817627 seconds
Testing time for Neural Network: 0.003396749496459961 seconds
RMSE for Neural Network: 422.29276020726604
MAE for Neural Network: 336.5593097570026
Training time for Neural Network: 1.9336299896240234 seconds
Testing time for Neural Network: 0.0014972686767578125 seconds
RMSE for Neural Network: 0.07013478166542783
MAE for Neural Network: 0.05433102396421462
Training time for Neural Network: 1.1131057739257812 seconds
Testing time for Neural Network: 0.0007119178771972656 seconds
RMSE for Neural Network: 423.3562019665179
MAE for Neural Network: 337.89268622471485
Training time for Neural Network: 1.259944200515747 seconds
Testing time for Neural Network: 0.0007231235504150391 seconds
RMSE for Neural Network: 424.26903866227906
MAE for Neural Network: 339.03570730537075
Training time for Neural Network: 0.7614970207214355 seconds
Testing time for Neural Network: 0.0007297992706298828 seconds
RMSE for Neural Network: 422.3924408245448
MAE for Neural Network: 336.6843740454182
Training time for Neural Network: 1.7103629112243652 seconds
Testing time for Neural Network: 0.003874063491821289 seconds
RMSE for Neural Network: 424.1240087538985
MAE for Neural Network: 338.8541994163796
Training time for Neural Network: 0.9060258865356445 seconds
Testing time for Neural Network: 0.0022780895233154297 seconds
RMSE for Neural Network: 0.6959521304858648
MAE for Neural Network: 0.5561140985758104
Training time for Neural Network: 0.45996594429016113 seconds
Testing time for Neural Network: 0.0006158351898193359 seconds
RMSE for Neural Network: 1.6301102769315936
MAE for Neural Network: 1.3484908441441963
Training time for Neural Network: 1.262005090713501 seconds
Testing time for Neural Network: 0.0007150173187255859 seconds
RMSE for Neural Network: 424.22288206782724
MAE for Neural Network: 338.97794519787305
Training time for Neural Network: 0.6818051338195801 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
RMSE for Neural Network: 0.4906908667991522
MAE for Neural Network: 0.3938501210559589
Training time for Neural Network: 0.5621459484100342 seconds
Testing time for Neural Network: 0.0006167888641357422 seconds
RMSE for Neural Network: 422.09923166183177
MAE for Neural Network: 336.3164507278037
Training time for Neural Network: 0.7269580364227295 seconds
Testing time for Neural Network: 0.003414154052734375 seconds
RMSE for Neural Network: 423.08850257925684
MAE for Neural Network: 337.5572168912944
Training time for Neural Network: 1.069770336151123 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 0.16781153435310553
MAE for Neural Network: 0.13050463151334488
Training time for Neural Network: 1.3737010955810547 seconds
Testing time for Neural Network: 0.004709005355834961 seconds
RMSE for Neural Network: 422.845516619887
MAE for Neural Network: 337.2526124230584
Training time for Neural Network: 1.6186738014221191 seconds
Testing time for Neural Network: 0.0020170211791992188 seconds
RMSE for Neural Network: 423.84336526709455
MAE for Neural Network: 338.50286843921174
Training time for Neural Network: 0.6218969821929932 seconds
Testing time for Neural Network: 0.0014159679412841797 seconds
RMSE for Neural Network: 422.2011738798356
MAE for Neural Network: 336.4443860226378
Training time for Neural Network: 1.4914991855621338 seconds
Testing time for Neural Network: 0.001422882080078125 seconds
RMSE for Neural Network: 424.1713720234308
MAE for Neural Network: 338.9134793791452
Training time for Neural Network: 1.133470058441162 seconds
Testing time for Neural Network: 0.0055408477783203125 seconds
RMSE for Neural Network: 424.0561172582948
MAE for Neural Network: 338.7692197423183
Training time for Neural Network: 0.7560238838195801 seconds
Testing time for Neural Network: 0.01027989387512207 seconds
RMSE for Neural Network: 422.0344246447277
MAE for Neural Network: 336.23511007306314
Training time for Neural Network: 1.1328001022338867 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 0.22159338331137152
MAE for Neural Network: 0.16660449003338965
Training time for Neural Network: 0.8472671508789062 seconds
Testing time for Neural Network: 0.0021429061889648438 seconds
RMSE for Neural Network: 0.24039186711096805
MAE for Neural Network: 0.1935313182750445
Training time for Neural Network: 0.986346960067749 seconds
Testing time for Neural Network: 0.0026700496673583984 seconds
RMSE for Neural Network: 0.27942279246697616
MAE for Neural Network: 0.21459354486725427
Training time for Neural Network: 0.8581159114837646 seconds
Testing time for Neural Network: 0.0019152164459228516 seconds
RMSE for Neural Network: 423.6848315764632
MAE for Neural Network: 338.30434547698985
Training time for Neural Network: 0.5489511489868164 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
RMSE for Neural Network: 423.0135585850884
MAE for Neural Network: 337.4632786059226
Training time for Neural Network: 0.7954730987548828 seconds
Testing time for Neural Network: 0.0007469654083251953 seconds
RMSE for Neural Network: 0.9849337178995897
MAE for Neural Network: 0.8108397983981668
Training time for Neural Network: 0.9002747535705566 seconds
Testing time for Neural Network: 0.0007359981536865234 seconds
RMSE for Neural Network: 0.24028137724355347
MAE for Neural Network: 0.17203966399393594
Training time for Neural Network: 0.6708118915557861 seconds
Testing time for Neural Network: 0.0007328987121582031 seconds
RMSE for Neural Network: 422.0199721798981
MAE for Neural Network: 336.2169694994
Training time for Neural Network: 0.6293349266052246 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
RMSE for Neural Network: 424.0160942984173
MAE for Neural Network: 338.71911945552
Training time for Neural Network: 1.0044350624084473 seconds
Testing time for Neural Network: 0.002981901168823242 seconds
RMSE for Neural Network: 423.1478869542487
MAE for Neural Network: 337.6316452800066
Training time for Neural Network: 1.5522830486297607 seconds
Testing time for Neural Network: 0.0007259845733642578 seconds
RMSE for Neural Network: 0.3900587008001285
MAE for Neural Network: 0.30189616094721566
Training time for Neural Network: 0.6330568790435791 seconds
Testing time for Neural Network: 0.0007398128509521484 seconds
RMSE for Neural Network: 0.3739863704078241
MAE for Neural Network: 0.2885118431135069
Training time for Neural Network: 0.7668712139129639 seconds
Testing time for Neural Network: 0.00066375732421875 seconds
RMSE for Neural Network: 0.608770429389822
MAE for Neural Network: 0.4705770814101682
Training time for Neural Network: 0.6538019180297852 seconds
Testing time for Neural Network: 0.0015888214111328125 seconds
RMSE for Neural Network: 0.15883228917406864
MAE for Neural Network: 0.1244902374838864
Training time for Neural Network: 2.2406070232391357 seconds
Testing time for Neural Network: 0.006918191909790039 seconds
RMSE for Neural Network: 423.6472976731444
MAE for Neural Network: 338.2573376682261
Training time for Neural Network: 0.9194111824035645 seconds
Testing time for Neural Network: 0.001661062240600586 seconds
RMSE for Neural Network: 422.95009818720234
MAE for Neural Network: 337.3837269596781
Training time for Neural Network: 0.666022777557373 seconds
Testing time for Neural Network: 0.0022461414337158203 seconds
RMSE for Neural Network: 0.22417918257359995
MAE for Neural Network: 0.1801680206758491
Training time for Neural Network: 0.14389491081237793 seconds
Testing time for Neural Network: 0.0005929470062255859 seconds
RMSE for Neural Network: 2.923374066335476
MAE for Neural Network: 2.2300088397923448
Training time for Neural Network: 1.0387389659881592 seconds
Testing time for Neural Network: 0.0029380321502685547 seconds
RMSE for Neural Network: 0.45979891288961316
MAE for Neural Network: 0.37485852289045807
Training time for Neural Network: 0.6982028484344482 seconds
Testing time for Neural Network: 0.002271890640258789 seconds
RMSE for Neural Network: 3.645324510420236
MAE for Neural Network: 3.1158844905880945
Training time for Neural Network: 0.8712201118469238 seconds
Testing time for Neural Network: 0.0033159255981445312 seconds
RMSE for Neural Network: 0.23153941845421167
MAE for Neural Network: 0.1821215627931073
Training time for Neural Network: 1.0355589389801025 seconds
Testing time for Neural Network: 0.0017290115356445312 seconds
RMSE for Neural Network: 423.8209882715444
MAE for Neural Network: 338.4748495237233
Training time for Neural Network: 1.2717700004577637 seconds
Testing time for Neural Network: 0.0007328987121582031 seconds
RMSE for Neural Network: 422.3489375321401
MAE for Neural Network: 336.6297947228767
Training time for Neural Network: 0.3551809787750244 seconds
Testing time for Neural Network: 0.0011839866638183594 seconds
RMSE for Neural Network: 4.50372400627931
MAE for Neural Network: 3.3549927973772458
Training time for Neural Network: 1.1806538105010986 seconds
Testing time for Neural Network: 0.0007369518280029297 seconds
RMSE for Neural Network: 0.22196719151463848
MAE for Neural Network: 0.17656718467262578
Training time for Neural Network: 1.0661211013793945 seconds
Testing time for Neural Network: 0.0073490142822265625 seconds
RMSE for Neural Network: 1.7942704940829775
MAE for Neural Network: 1.53348411503094
Training time for Neural Network: 0.8189373016357422 seconds
Testing time for Neural Network: 0.0009038448333740234 seconds
RMSE for Neural Network: 0.2634945948697466
MAE for Neural Network: 0.19891967892896162
Training time for Neural Network: 1.1523878574371338 seconds
Testing time for Neural Network: 0.0007138252258300781 seconds
RMSE for Neural Network: 424.33102954493063
MAE for Neural Network: 339.11327944405144
Training time for Neural Network: 0.6810710430145264 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 423.0585699428307
MAE for Neural Network: 337.5196990735674
Training time for Neural Network: 0.8148200511932373 seconds
Testing time for Neural Network: 0.0007770061492919922 seconds
RMSE for Neural Network: 423.45942848461755
MAE for Neural Network: 338.0220129416979
Training time for Neural Network: 0.9833788871765137 seconds
Testing time for Neural Network: 0.00074005126953125 seconds
RMSE for Neural Network: 0.3195760404655863
MAE for Neural Network: 0.24990723574059076
Training time for Neural Network: 1.8791720867156982 seconds
Testing time for Neural Network: 0.000720977783203125 seconds
RMSE for Neural Network: 422.1437278402038
MAE for Neural Network: 336.3722946609345
Training time for Neural Network: 0.8997089862823486 seconds
Testing time for Neural Network: 0.0018401145935058594 seconds
RMSE for Neural Network: 422.12016614050293
MAE for Neural Network: 336.34272449857497
Training time for Neural Network: 0.5935249328613281 seconds
Testing time for Neural Network: 0.002994060516357422 seconds
RMSE for Neural Network: 424.00071503102635
MAE for Neural Network: 338.69986715004796
Training time for Neural Network: 1.000169038772583 seconds
Testing time for Neural Network: 0.0006897449493408203 seconds
RMSE for Neural Network: 0.28768678608752124
MAE for Neural Network: 0.2349163003631592
Training time for Neural Network: 1.146177053451538 seconds
Testing time for Neural Network: 0.0015609264373779297 seconds
RMSE for Neural Network: 423.68629775044
MAE for Neural Network: 338.3061816788351
Training time for Neural Network: 1.2157928943634033 seconds
Testing time for Neural Network: 0.00709986686706543 seconds
RMSE for Neural Network: 423.747426174145
MAE for Neural Network: 338.38273426676346
Training time for Neural Network: 1.085994005203247 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
RMSE for Neural Network: 0.4202501536699625
MAE for Neural Network: 0.34323727234997586
Training time for Neural Network: 1.0518758296966553 seconds
Testing time for Neural Network: 0.0006897449493408203 seconds
RMSE for Neural Network: 0.15025843531603802
MAE for Neural Network: 0.10986933338295067
Training time for Neural Network: 1.8620798587799072 seconds
Testing time for Neural Network: 0.005946159362792969 seconds
RMSE for Neural Network: 12.39815225520464
MAE for Neural Network: 10.44240220560466
Training time for Neural Network: 1.596679925918579 seconds
Testing time for Neural Network: 0.0026040077209472656 seconds
RMSE for Neural Network: 423.8396789728492
MAE for Neural Network: 338.4982527760614
Training time for Neural Network: 0.9893279075622559 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 0.5574686864787979
MAE for Neural Network: 0.45120907400638666
Training time for Neural Network: 1.5661489963531494 seconds
Testing time for Neural Network: 0.00574803352355957 seconds
RMSE for Neural Network: 0.2188222355448312
MAE for Neural Network: 0.17239568786563175
Training time for Neural Network: 1.0245990753173828 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 423.9895705201923
MAE for Neural Network: 338.68591581365706
Training time for Neural Network: 2.459378957748413 seconds
Testing time for Neural Network: 0.008208990097045898 seconds
RMSE for Neural Network: 421.81934500462575
MAE for Neural Network: 335.9651075346516
Training time for Neural Network: 1.3471276760101318 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 423.9253330323513
MAE for Neural Network: 338.6054955951372
Training time for Neural Network: 0.6299540996551514 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
RMSE for Neural Network: 15.396660606974095
MAE for Neural Network: 12.640790080731849
Training time for Neural Network: 1.0547552108764648 seconds
Testing time for Neural Network: 0.0022928714752197266 seconds
RMSE for Neural Network: 422.8331342889321
MAE for Neural Network: 337.23708739289134
Training time for Neural Network: 0.5351080894470215 seconds
Testing time for Neural Network: 0.0006799697875976562 seconds
RMSE for Neural Network: 422.1180753885571
MAE for Neural Network: 336.3401005386929
Training time for Neural Network: 1.1173298358917236 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 0.35738185884748536
MAE for Neural Network: 0.27420341252603675
Training time for Neural Network: 1.0975818634033203 seconds
Testing time for Neural Network: 0.0054168701171875 seconds
RMSE for Neural Network: 424.1890876088012
MAE for Neural Network: 338.9356512776809
Training time for Neural Network: 1.2381279468536377 seconds
Testing time for Neural Network: 0.0007009506225585938 seconds
RMSE for Neural Network: 423.35037666008833
MAE for Neural Network: 337.88538748942244
Training time for Neural Network: 1.2033936977386475 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 422.26992185565547
MAE for Neural Network: 336.5306532317969
Training time for Neural Network: 1.317673921585083 seconds
Testing time for Neural Network: 0.0010290145874023438 seconds
RMSE for Neural Network: 423.3104513220222
MAE for Neural Network: 337.8353620613044
Training time for Neural Network: 0.5782468318939209 seconds
Testing time for Neural Network: 0.0025529861450195312 seconds
RMSE for Neural Network: 422.2282930785379
MAE for Neural Network: 336.47841704432426
Training time for Neural Network: 1.9302539825439453 seconds
Testing time for Neural Network: 0.0007369518280029297 seconds
RMSE for Neural Network: 0.19155279950000237
MAE for Neural Network: 0.1604629584219541
Training time for Neural Network: 1.0837528705596924 seconds
Testing time for Neural Network: 0.004590034484863281 seconds
RMSE for Neural Network: 423.75019950935706
MAE for Neural Network: 338.3862072320006
Training time for Neural Network: 1.075010061264038 seconds
Testing time for Neural Network: 0.0016970634460449219 seconds
RMSE for Neural Network: 422.90222861941254
MAE for Neural Network: 337.32371489698795
Training time for Neural Network: 1.5380210876464844 seconds
Testing time for Neural Network: 0.0007088184356689453 seconds
RMSE for Neural Network: 421.7450056260771
MAE for Neural Network: 335.8717663501627
Training time for Neural Network: 1.4291129112243652 seconds
Testing time for Neural Network: 0.00564885139465332 seconds
RMSE for Neural Network: 422.9682648749069
MAE for Neural Network: 337.4065007552877
Training time for Neural Network: 0.6520509719848633 seconds
Testing time for Neural Network: 0.001834869384765625 seconds
RMSE for Neural Network: 424.1374000356002
MAE for Neural Network: 338.87096035157293
Training time for Neural Network: 1.0641858577728271 seconds
Testing time for Neural Network: 0.0007221698760986328 seconds
RMSE for Neural Network: 0.1836170839724585
MAE for Neural Network: 0.15310363064608018
Training time for Neural Network: 0.752830982208252 seconds
Testing time for Neural Network: 0.001332998275756836 seconds
RMSE for Neural Network: 421.78299952119505
MAE for Neural Network: 335.91947300764645
Training time for Neural Network: 0.9234380722045898 seconds
Testing time for Neural Network: 0.0011639595031738281 seconds
RMSE for Neural Network: 422.28475331291736
MAE for Neural Network: 336.54926317136693
Training time for Neural Network: 1.3535289764404297 seconds
Testing time for Neural Network: 0.0008897781372070312 seconds
RMSE for Neural Network: 422.6868725560856
MAE for Neural Network: 337.05368399096767
Training time for Neural Network: 1.0271072387695312 seconds
Testing time for Neural Network: 0.0015978813171386719 seconds
RMSE for Neural Network: 423.796184070152
MAE for Neural Network: 338.44379044837063
Training time for Neural Network: 1.0868732929229736 seconds
Testing time for Neural Network: 0.0046689510345458984 seconds
RMSE for Neural Network: 1.2392703107230916
MAE for Neural Network: 0.9954060010758374
Training time for Neural Network: 0.8388609886169434 seconds
Testing time for Neural Network: 0.00953817367553711 seconds
RMSE for Neural Network: 423.9857589250204
MAE for Neural Network: 338.68114419297694
Training time for Neural Network: 0.7623720169067383 seconds
Testing time for Neural Network: 0.0012369155883789062 seconds
RMSE for Neural Network: 423.309010104938
MAE for Neural Network: 337.8335562028452
Training time for Neural Network: 0.7840397357940674 seconds
Testing time for Neural Network: 0.000843048095703125 seconds
RMSE for Neural Network: 422.33536712643735
MAE for Neural Network: 336.6127686028282
Training time for Neural Network: 1.510239839553833 seconds
Testing time for Neural Network: 0.005097866058349609 seconds
RMSE for Neural Network: 0.19281421826038234
MAE for Neural Network: 0.15450200084017576
Training time for Neural Network: 1.1053190231323242 seconds
Testing time for Neural Network: 0.007399082183837891 seconds
RMSE for Neural Network: 423.8399529779961
MAE for Neural Network: 338.4985958627133
Training time for Neural Network: 2.3447299003601074 seconds
Testing time for Neural Network: 0.001863241195678711 seconds
RMSE for Neural Network: 0.15175053023819235
MAE for Neural Network: 0.11138417314954908
Training time for Neural Network: 1.3069040775299072 seconds
Testing time for Neural Network: 0.0007109642028808594 seconds
RMSE for Neural Network: 423.9623495855666
MAE for Neural Network: 338.651838215523
Training time for Neural Network: 1.0798838138580322 seconds
Testing time for Neural Network: 0.002935171127319336 seconds
RMSE for Neural Network: 0.5216631827218435
MAE for Neural Network: 0.42872824198236564
Training time for Neural Network: 0.5935959815979004 seconds
Testing time for Neural Network: 0.001051187515258789 seconds
RMSE for Neural Network: 422.23173062257274
MAE for Neural Network: 336.4827306195244
Training time for Neural Network: 1.0965778827667236 seconds
Testing time for Neural Network: 0.004266977310180664 seconds
RMSE for Neural Network: 0.5034692776782507
MAE for Neural Network: 0.40871051050409646
Training time for Neural Network: 0.8789589405059814 seconds
Testing time for Neural Network: 0.0006918907165527344 seconds
RMSE for Neural Network: 19.750357029208953
MAE for Neural Network: 16.52377363559908
Training time for Neural Network: 1.6400587558746338 seconds
Testing time for Neural Network: 0.001501321792602539 seconds
RMSE for Neural Network: 0.2077558646673389
MAE for Neural Network: 0.17046491338580275
Training time for Neural Network: 1.2235362529754639 seconds
Testing time for Neural Network: 0.0007486343383789062 seconds
RMSE for Neural Network: 19.740176511821755
MAE for Neural Network: 16.55564567429758
Training time for Neural Network: 0.978503942489624 seconds
Testing time for Neural Network: 0.0014939308166503906 seconds
RMSE for Neural Network: 0.3227304814157551
MAE for Neural Network: 0.2628962728589082
Training time for Neural Network: 1.663517951965332 seconds
Testing time for Neural Network: 0.0007479190826416016 seconds
RMSE for Neural Network: 423.23334831569747
MAE for Neural Network: 337.7387463516068
Training time for Neural Network: 0.9074420928955078 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 0.2557922216711309
MAE for Neural Network: 0.1684777970072801
Training time for Neural Network: 1.024167776107788 seconds
Testing time for Neural Network: 0.002192258834838867 seconds
RMSE for Neural Network: 422.6187554582554
MAE for Neural Network: 336.96825685177413
Training time for Neural Network: 1.1247429847717285 seconds
Testing time for Neural Network: 0.002949953079223633 seconds
RMSE for Neural Network: 423.20506011655857
MAE for Neural Network: 337.7032966509188
Training time for Neural Network: 1.0589218139648438 seconds
Testing time for Neural Network: 0.0016179084777832031 seconds
RMSE for Neural Network: 421.8726019512522
MAE for Neural Network: 336.03197160055794
Training time for Neural Network: 1.5559759140014648 seconds
Testing time for Neural Network: 0.0007050037384033203 seconds
RMSE for Neural Network: 22.148475779732408
MAE for Neural Network: 18.601467666619797
Training time for Neural Network: 0.7026979923248291 seconds
Testing time for Neural Network: 0.001699209213256836 seconds
RMSE for Neural Network: 13.779789789928074
MAE for Neural Network: 11.353050201729848
Training time for Neural Network: 0.788358211517334 seconds
Testing time for Neural Network: 0.0006978511810302734 seconds
RMSE for Neural Network: 0.1695249180695702
MAE for Neural Network: 0.13443505420596347
Training time for Neural Network: 0.5833919048309326 seconds
Testing time for Neural Network: 0.0009479522705078125 seconds
RMSE for Neural Network: 423.3832580934591
MAE for Neural Network: 337.92658506615174
Training time for Neural Network: 1.1015632152557373 seconds
Testing time for Neural Network: 0.0006768703460693359 seconds
RMSE for Neural Network: 1.0835563041204501
MAE for Neural Network: 0.7898089424520248
Training time for Neural Network: 1.0299301147460938 seconds
Testing time for Neural Network: 0.0006778240203857422 seconds
RMSE for Neural Network: 422.78349100549605
MAE for Neural Network: 337.1748417771303
Training time for Neural Network: 1.1139898300170898 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 0.20615737875381057
MAE for Neural Network: 0.16512550177157628
Training time for Neural Network: 1.189950942993164 seconds
Testing time for Neural Network: 0.0051479339599609375 seconds
RMSE for Neural Network: 0.3907633114734278
MAE for Neural Network: 0.32135217193809196
Training time for Neural Network: 0.7684409618377686 seconds
Testing time for Neural Network: 0.0021309852600097656 seconds
RMSE for Neural Network: 423.23379383397355
MAE for Neural Network: 337.73930464744103
Training time for Neural Network: 1.1959500312805176 seconds
Testing time for Neural Network: 0.0007071495056152344 seconds
RMSE for Neural Network: 423.6273654043106
MAE for Neural Network: 338.23237334713514
Training time for Neural Network: 1.2875511646270752 seconds
Testing time for Neural Network: 0.007652997970581055 seconds
RMSE for Neural Network: 12.51764671465273
MAE for Neural Network: 10.46779165094217
Training time for Neural Network: 1.0824298858642578 seconds
Testing time for Neural Network: 0.0008349418640136719 seconds
RMSE for Neural Network: 422.95221875959896
MAE for Neural Network: 337.38638534224555
Training time for Neural Network: 0.3948040008544922 seconds
Testing time for Neural Network: 0.0018508434295654297 seconds
RMSE for Neural Network: 423.0621030728133
MAE for Neural Network: 337.5241276072427
Training time for Neural Network: 1.0856940746307373 seconds
Testing time for Neural Network: 0.0020971298217773438 seconds
RMSE for Neural Network: 0.5396196915303599
MAE for Neural Network: 0.4397385208259649
Training time for Neural Network: 0.6227560043334961 seconds
Testing time for Neural Network: 0.0027937889099121094 seconds
RMSE for Neural Network: 422.3654334254203
MAE for Neural Network: 336.6504908852528
Training time for Neural Network: 1.0354337692260742 seconds
Testing time for Neural Network: 0.0006501674652099609 seconds
RMSE for Neural Network: 0.2360260765675557
MAE for Neural Network: 0.19620312103679524
Training time for Neural Network: 0.6299540996551514 seconds
Testing time for Neural Network: 0.001955747604370117 seconds
RMSE for Neural Network: 0.16871274441563494
MAE for Neural Network: 0.13612414886426172
Training time for Neural Network: 1.1530020236968994 seconds
Testing time for Neural Network: 0.0007989406585693359 seconds
RMSE for Neural Network: 422.9444290346085
MAE for Neural Network: 337.37661998432776
Training time for Neural Network: 0.5628631114959717 seconds
Testing time for Neural Network: 0.0006709098815917969 seconds
RMSE for Neural Network: 0.9778937193638714
MAE for Neural Network: 0.8030739243164251
Training time for Neural Network: 0.8175868988037109 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 0.26854729791293824
MAE for Neural Network: 0.21434053814835416
Training time for Neural Network: 0.5885360240936279 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 423.1145995956864
MAE for Neural Network: 337.5899258740647
Training time for Neural Network: 0.40717196464538574 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 423.6670348293777
MAE for Neural Network: 338.28205696098587
Training time for Neural Network: 0.8499760627746582 seconds
Testing time for Neural Network: 0.0022950172424316406 seconds
RMSE for Neural Network: 423.317998534657
MAE for Neural Network: 337.8448187319534
Training time for Neural Network: 0.7582669258117676 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
RMSE for Neural Network: 421.7754409340401
MAE for Neural Network: 335.90998234012403
Training time for Neural Network: 0.4820132255554199 seconds
Testing time for Neural Network: 0.0006527900695800781 seconds
RMSE for Neural Network: 423.02853003421285
MAE for Neural Network: 337.48204527581237
Training time for Neural Network: 1.0627288818359375 seconds
Testing time for Neural Network: 0.001477956771850586 seconds
RMSE for Neural Network: 0.48478040622636814
MAE for Neural Network: 0.3764676244587968
Training time for Neural Network: 0.5507819652557373 seconds
Testing time for Neural Network: 0.0015261173248291016 seconds
RMSE for Neural Network: 422.04665953368254
MAE for Neural Network: 336.25046689064783
Training time for Neural Network: 0.6557531356811523 seconds
Testing time for Neural Network: 0.0007059574127197266 seconds
RMSE for Neural Network: 422.6908377215419
MAE for Neural Network: 337.05865654864493
Training time for Neural Network: 0.6677539348602295 seconds
Testing time for Neural Network: 0.0016140937805175781 seconds
RMSE for Neural Network: 0.16099479750103382
MAE for Neural Network: 0.12071936568472715
Training time for Neural Network: 0.6827902793884277 seconds
Testing time for Neural Network: 0.0020809173583984375 seconds
RMSE for Neural Network: 422.58596938585725
MAE for Neural Network: 336.927136310543
Training time for Neural Network: 0.6375720500946045 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.9107258481569842
MAE for Neural Network: 0.7226848260893205
Training time for Neural Network: 0.5960001945495605 seconds
Testing time for Neural Network: 0.0006418228149414062 seconds
RMSE for Neural Network: 421.9898849726095
MAE for Neural Network: 336.1792032232731
Training time for Neural Network: 0.6716580390930176 seconds
Testing time for Neural Network: 0.0017290115356445312 seconds
RMSE for Neural Network: 421.7826621275728
MAE for Neural Network: 335.9190493735965
Training time for Neural Network: 1.1871800422668457 seconds
Testing time for Neural Network: 0.0014889240264892578 seconds
RMSE for Neural Network: 0.40484485174093837
MAE for Neural Network: 0.3232756444990493
Training time for Neural Network: 0.5539650917053223 seconds
Testing time for Neural Network: 0.0006792545318603516 seconds
RMSE for Neural Network: 422.7988570782079
MAE for Neural Network: 337.19410909337864
Training time for Neural Network: 1.7668390274047852 seconds
Testing time for Neural Network: 0.0032150745391845703 seconds
RMSE for Neural Network: 421.9254187108316
MAE for Neural Network: 336.0982782088434
Training time for Neural Network: 0.7019519805908203 seconds
Testing time for Neural Network: 0.0035028457641601562 seconds
RMSE for Neural Network: 0.6453666047849133
MAE for Neural Network: 0.5195438086496678
Training time for Neural Network: 1.4697351455688477 seconds
Testing time for Neural Network: 0.0105438232421875 seconds
RMSE for Neural Network: 422.01736551001807
MAE for Neural Network: 336.21369759820124
Training time for Neural Network: 0.8647580146789551 seconds
Testing time for Neural Network: 0.005321979522705078 seconds
RMSE for Neural Network: 0.6984706044531996
MAE for Neural Network: 0.553814059495504
Training time for Neural Network: 0.18129205703735352 seconds
Testing time for Neural Network: 0.0005700588226318359 seconds
RMSE for Neural Network: 0.9523516390745514
MAE for Neural Network: 0.7028262227859037
Training time for Neural Network: 0.7656211853027344 seconds
Testing time for Neural Network: 0.0007066726684570312 seconds
RMSE for Neural Network: 0.7731580736991298
MAE for Neural Network: 0.6297869462189589
Training time for Neural Network: 0.6656298637390137 seconds
Testing time for Neural Network: 0.0006468296051025391 seconds
RMSE for Neural Network: 19.901518700264905
MAE for Neural Network: 16.349013403928222
Training time for Neural Network: 1.1768581867218018 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 423.73949024565286
MAE for Neural Network: 338.3727962680869
Training time for Neural Network: 1.1550829410552979 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 0.23962207034136124
MAE for Neural Network: 0.19332443494546075
Training time for Neural Network: 0.8410568237304688 seconds
Testing time for Neural Network: 0.0007739067077636719 seconds
RMSE for Neural Network: 422.6069269489904
MAE for Neural Network: 336.953421656329
Training time for Neural Network: 0.9215488433837891 seconds
Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 422.9615503145174
MAE for Neural Network: 337.3980834342403
Training time for Neural Network: 0.6051580905914307 seconds
Testing time for Neural Network: 0.0006759166717529297 seconds
RMSE for Neural Network: 421.663958409413
MAE for Neural Network: 335.7699919321762
Training time for Neural Network: 0.6473801136016846 seconds
Testing time for Neural Network: 0.006208896636962891 seconds
RMSE for Neural Network: 422.1118223927844
MAE for Neural Network: 336.33225278643164
Training time for Neural Network: 0.9132430553436279 seconds
Testing time for Neural Network: 0.0006759166717529297 seconds
RMSE for Neural Network: 0.3786291068815333
MAE for Neural Network: 0.30832450840332415
Training time for Neural Network: 1.3204269409179688 seconds
Testing time for Neural Network: 0.001209259033203125 seconds
RMSE for Neural Network: 0.6674308663142658
MAE for Neural Network: 0.5235466813065376
Training time for Neural Network: 0.5167827606201172 seconds
Testing time for Neural Network: 0.0007159709930419922 seconds
RMSE for Neural Network: 0.4326447038532714
MAE for Neural Network: 0.34053196841170136
Training time for Neural Network: 0.7760350704193115 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 422.0700823055729
MAE for Neural Network: 336.2798656447804
Training time for Neural Network: 0.5511870384216309 seconds
Testing time for Neural Network: 0.0014920234680175781 seconds
RMSE for Neural Network: 0.19325299978129384
MAE for Neural Network: 0.1495640857911038
Training time for Neural Network: 0.8881330490112305 seconds
Testing time for Neural Network: 0.0010280609130859375 seconds
RMSE for Neural Network: 422.1233373035591
MAE for Neural Network: 336.346704394339
Training time for Neural Network: 0.7550277709960938 seconds
Testing time for Neural Network: 0.0015079975128173828 seconds
RMSE for Neural Network: 0.4887155994817798
MAE for Neural Network: 0.38951285218946596
Training time for Neural Network: 0.7349650859832764 seconds
Testing time for Neural Network: 0.0008928775787353516 seconds
RMSE for Neural Network: 423.6179837668939
MAE for Neural Network: 338.22062301309614
Training time for Neural Network: 0.501492977142334 seconds
Testing time for Neural Network: 0.0008101463317871094 seconds
RMSE for Neural Network: 0.5508429833831602
MAE for Neural Network: 0.4487323124811516
Training time for Neural Network: 1.4268898963928223 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
RMSE for Neural Network: 0.5499369822132131
MAE for Neural Network: 0.4472668234293582
Training time for Neural Network: 0.6299149990081787 seconds
Testing time for Neural Network: 0.00150299072265625 seconds
RMSE for Neural Network: 20.398530236077693
MAE for Neural Network: 17.10948641196533
Training time for Neural Network: 0.5013651847839355 seconds
Testing time for Neural Network: 0.00072479248046875 seconds
RMSE for Neural Network: 422.39243802207017
MAE for Neural Network: 336.68437052953163
Training time for Neural Network: 0.5475409030914307 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.11960444911940014
MAE for Neural Network: 0.0779937879149925
Training time for Neural Network: 0.6643998622894287 seconds
Testing time for Neural Network: 0.0006911754608154297 seconds
RMSE for Neural Network: 0.24718549761739833
MAE for Neural Network: 0.1851606168850845
Training time for Neural Network: 0.529343843460083 seconds
Testing time for Neural Network: 0.0006668567657470703 seconds
RMSE for Neural Network: 421.83880796645997
MAE for Neural Network: 335.9895438361175
Training time for Neural Network: 0.5725841522216797 seconds
Testing time for Neural Network: 0.0007009506225585938 seconds
RMSE for Neural Network: 423.72926151558335
MAE for Neural Network: 338.35998688553605
Training time for Neural Network: 0.5188827514648438 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 0.1948546575382155
MAE for Neural Network: 0.15956756777600745
Training time for Neural Network: 0.6182529926300049 seconds
Testing time for Neural Network: 0.0014948844909667969 seconds
RMSE for Neural Network: 423.9321320485546
MAE for Neural Network: 338.614007749047
Training time for Neural Network: 0.264354944229126 seconds
Testing time for Neural Network: 0.0005950927734375 seconds
RMSE for Neural Network: 1.3704218362560523
MAE for Neural Network: 1.0783137820963875
Training time for Neural Network: 0.5747427940368652 seconds
Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 422.64840126179035
MAE for Neural Network: 337.00543727035904
Training time for Neural Network: 0.4284248352050781 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 423.3928879122094
MAE for Neural Network: 337.9386500465422
Training time for Neural Network: 0.5282299518585205 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 0.2419465337517188
MAE for Neural Network: 0.19136845723523013
Training time for Neural Network: 0.4955320358276367 seconds
Testing time for Neural Network: 0.001081228256225586 seconds
RMSE for Neural Network: 422.932755433707
MAE for Neural Network: 337.36198552798794
Training time for Neural Network: 0.5241680145263672 seconds
Testing time for Neural Network: 0.0007250308990478516 seconds
RMSE for Neural Network: 422.268717180157
MAE for Neural Network: 336.5291416350358
Training time for Neural Network: 0.48927903175354004 seconds
Testing time for Neural Network: 0.0006818771362304688 seconds
RMSE for Neural Network: 0.48957197449270395
MAE for Neural Network: 0.40312676514614454
Training time for Neural Network: 0.39681506156921387 seconds
Testing time for Neural Network: 0.001455068588256836 seconds
RMSE for Neural Network: 1.0415116628311953
MAE for Neural Network: 0.847521986377426
Training time for Neural Network: 0.44568896293640137 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 0.3625647187858122
MAE for Neural Network: 0.2904407623491362
Training time for Neural Network: 0.41289210319519043 seconds
Testing time for Neural Network: 0.0006487369537353516 seconds
RMSE for Neural Network: 421.76301990783963
MAE for Neural Network: 335.89438611328313
Training time for Neural Network: 0.3886377811431885 seconds
Testing time for Neural Network: 0.0005891323089599609 seconds
RMSE for Neural Network: 422.7670614266001
MAE for Neural Network: 337.1542405011706
Training time for Neural Network: 0.37518787384033203 seconds
Testing time for Neural Network: 0.0006642341613769531 seconds
RMSE for Neural Network: 0.23776237840714062
MAE for Neural Network: 0.19505022408905398
Training time for Neural Network: 0.43338894844055176 seconds
Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 423.76308552069275
MAE for Neural Network: 338.4023438315055
Training time for Neural Network: 0.45043015480041504 seconds
Testing time for Neural Network: 0.0007610321044921875 seconds
RMSE for Neural Network: 423.307149184272
MAE for Neural Network: 337.8312244466963
Training time for Neural Network: 0.7947838306427002 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 6.53519523169776
MAE for Neural Network: 4.998867745609653
Training time for Neural Network: 0.39847898483276367 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 423.41435144213506
MAE for Neural Network: 337.9655406514137
Training time for Neural Network: 0.5008840560913086 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 423.36174114592893
MAE for Neural Network: 337.8996264081259
Training time for Neural Network: 0.5275731086730957 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
RMSE for Neural Network: 422.19137860119395
MAE for Neural Network: 336.43209392954054
Training time for Neural Network: 0.5361690521240234 seconds
Testing time for Neural Network: 0.0010602474212646484 seconds
RMSE for Neural Network: 0.3207657328662758
MAE for Neural Network: 0.25943068485169024
Training time for Neural Network: 0.5866758823394775 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 422.3113325915986
MAE for Neural Network: 336.5826128841629
Training time for Neural Network: 0.4820699691772461 seconds
Testing time for Neural Network: 0.0006537437438964844 seconds
RMSE for Neural Network: 423.0578215160074
MAE for Neural Network: 337.5187609696807
Training time for Neural Network: 1.138787031173706 seconds
Testing time for Neural Network: 0.001977205276489258 seconds
RMSE for Neural Network: 0.33888330379243603
MAE for Neural Network: 0.2684085250861336
Training time for Neural Network: 0.5464351177215576 seconds
Testing time for Neural Network: 0.0009307861328125 seconds
RMSE for Neural Network: 0.513530693811369
MAE for Neural Network: 0.3804982835253523
Training time for Neural Network: 0.437175989151001 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 422.65954258333437
MAE for Neural Network: 337.0194098229238
Training time for Neural Network: 0.5058798789978027 seconds
Testing time for Neural Network: 0.0019681453704833984 seconds
RMSE for Neural Network: 423.58877953600376
MAE for Neural Network: 338.1840442857109
Training time for Neural Network: 0.6387126445770264 seconds
Testing time for Neural Network: 0.0018002986907958984 seconds
RMSE for Neural Network: 423.49455394057514
MAE for Neural Network: 338.0660155619982
Training time for Neural Network: 0.41285085678100586 seconds
Testing time for Neural Network: 0.0005710124969482422 seconds
RMSE for Neural Network: 422.2187003384924
MAE for Neural Network: 336.46637956289806
Training time for Neural Network: 0.5446951389312744 seconds
Testing time for Neural Network: 0.003682851791381836 seconds
RMSE for Neural Network: 4.9710040813489105
MAE for Neural Network: 3.946409668055223
Training time for Neural Network: 0.5539469718933105 seconds
Testing time for Neural Network: 0.0006399154663085938 seconds
RMSE for Neural Network: 424.246118790604
MAE for Neural Network: 339.0070249560174
Training time for Neural Network: 0.37400031089782715 seconds
Testing time for Neural Network: 0.0005528926849365234 seconds
RMSE for Neural Network: 422.59977620078246
MAE for Neural Network: 336.94445314560363
Training time for Neural Network: 0.5928840637207031 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 0.5948866872093306
MAE for Neural Network: 0.47253761607886374
Training time for Neural Network: 0.45097875595092773 seconds
Testing time for Neural Network: 0.0010023117065429688 seconds
RMSE for Neural Network: 421.9040716158937
MAE for Neural Network: 336.07147946040845
Training time for Neural Network: 0.5488200187683105 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 0.2285584985315515
MAE for Neural Network: 0.1811403565309648
Training time for Neural Network: 0.4738428592681885 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 0.3964923580959871
MAE for Neural Network: 0.3241630111337635
Training time for Neural Network: 0.5919740200042725 seconds
Testing time for Neural Network: 0.0007081031799316406 seconds
RMSE for Neural Network: 5.467375374332961
MAE for Neural Network: 4.199058327690969
Training time for Neural Network: 0.5211591720581055 seconds
Testing time for Neural Network: 0.0006580352783203125 seconds
RMSE for Neural Network: 421.937986987715
MAE for Neural Network: 336.11405582611945
Training time for Neural Network: 0.42575788497924805 seconds
Testing time for Neural Network: 0.0011899471282958984 seconds
RMSE for Neural Network: 423.2867629978645
MAE for Neural Network: 337.8056799253809
Training time for Neural Network: 0.49358201026916504 seconds
Testing time for Neural Network: 0.0014758110046386719 seconds
RMSE for Neural Network: 0.21314659760853044
MAE for Neural Network: 0.17692918851876882
Training time for Neural Network: 0.4038259983062744 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 422.3281364120382
MAE for Neural Network: 336.60369645311926
Training time for Neural Network: 0.45227813720703125 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 422.8794342427938
MAE for Neural Network: 337.295137181288
Training time for Neural Network: 0.1857748031616211 seconds
Testing time for Neural Network: 0.0005381107330322266 seconds
RMSE for Neural Network: 422.95416064663164
MAE for Neural Network: 337.3888197153771
Training time for Neural Network: 0.42287516593933105 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 0.6880427397745812
MAE for Neural Network: 0.5409296844968877
Training time for Neural Network: 0.3647501468658447 seconds
Testing time for Neural Network: 0.0007343292236328125 seconds
RMSE for Neural Network: 0.6922397697498713
MAE for Neural Network: 0.5428012793893654
Training time for Neural Network: 0.4231860637664795 seconds
Testing time for Neural Network: 0.0007169246673583984 seconds
RMSE for Neural Network: 423.6293179629904
MAE for Neural Network: 338.23481887355564
Training time for Neural Network: 0.4201819896697998 seconds
Testing time for Neural Network: 0.0007097721099853516 seconds
RMSE for Neural Network: 423.254794810265
MAE for Neural Network: 337.7656213863661
Training time for Neural Network: 0.43216896057128906 seconds
Testing time for Neural Network: 0.0006361007690429688 seconds
RMSE for Neural Network: 424.2239271658841
MAE for Neural Network: 338.9792531124638
Training time for Neural Network: 0.3429439067840576 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 0.3816515932756306
MAE for Neural Network: 0.2973267907278961
Training time for Neural Network: 0.420245885848999 seconds
Testing time for Neural Network: 0.0014257431030273438 seconds
RMSE for Neural Network: 0.5407682628016985
MAE for Neural Network: 0.4369654884056814
Training time for Neural Network: 0.19059205055236816 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 10.575453082978854
MAE for Neural Network: 9.311367270454669
Training time for Neural Network: 0.47548413276672363 seconds
Testing time for Neural Network: 0.0006947517395019531 seconds
RMSE for Neural Network: 0.44730287628284526
MAE for Neural Network: 0.37167490584065105
Training time for Neural Network: 0.4217212200164795 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 422.5087247892979
MAE for Neural Network: 336.8302483206003
Training time for Neural Network: 0.48207879066467285 seconds
Testing time for Neural Network: 0.0015139579772949219 seconds
RMSE for Neural Network: 424.4021887941576
MAE for Neural Network: 339.2023164925474
Training time for Neural Network: 0.37346911430358887 seconds
Testing time for Neural Network: 0.004477977752685547 seconds
RMSE for Neural Network: 0.5548136569980061
MAE for Neural Network: 0.4370322294165207
Training time for Neural Network: 0.5149250030517578 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 0.4350361516336881
MAE for Neural Network: 0.35230304305226084
Training time for Neural Network: 0.672065019607544 seconds
Testing time for Neural Network: 0.0047397613525390625 seconds
RMSE for Neural Network: 0.5786051864075843
MAE for Neural Network: 0.4556060818574235
Training time for Neural Network: 1.2628819942474365 seconds
Testing time for Neural Network: 0.002529144287109375 seconds
RMSE for Neural Network: 422.04466295083984
MAE for Neural Network: 336.24796086508314
Training time for Neural Network: 0.4080047607421875 seconds
Testing time for Neural Network: 0.0012221336364746094 seconds
RMSE for Neural Network: 424.18710568937405
MAE for Neural Network: 338.93317083721195
Training time for Neural Network: 0.831610918045044 seconds
Testing time for Neural Network: 0.0023109912872314453 seconds
RMSE for Neural Network: 423.16925605249986
MAE for Neural Network: 337.6584264144236
Training time for Neural Network: 0.7972471714019775 seconds
Testing time for Neural Network: 0.0011649131774902344 seconds
RMSE for Neural Network: 423.3942193033907
MAE for Neural Network: 337.9403181039016
Training time for Neural Network: 1.079704999923706 seconds
Testing time for Neural Network: 0.0007221698760986328 seconds
RMSE for Neural Network: 422.5986519603456
MAE for Neural Network: 336.94304310868307
Training time for Neural Network: 0.9562420845031738 seconds
Testing time for Neural Network: 0.0012781620025634766 seconds
RMSE for Neural Network: 33.461269457441816
MAE for Neural Network: 28.747885609059225
Training time for Neural Network: 0.7391128540039062 seconds
Testing time for Neural Network: 0.0006792545318603516 seconds
RMSE for Neural Network: 421.7953817461689
MAE for Neural Network: 335.93502009024735
Training time for Neural Network: 0.6318159103393555 seconds
Testing time for Neural Network: 0.0006642341613769531 seconds
RMSE for Neural Network: 422.89025130769284
MAE for Neural Network: 337.30869883790746
Training time for Neural Network: 0.6487679481506348 seconds
Testing time for Neural Network: 0.0006811618804931641 seconds
RMSE for Neural Network: 422.3011209208251
MAE for Neural Network: 336.5698001776509
Training time for Neural Network: 0.6276059150695801 seconds
Testing time for Neural Network: 0.0019068717956542969 seconds
RMSE for Neural Network: 422.05324049880966
MAE for Neural Network: 336.2587269888837
Training time for Neural Network: 0.6131010055541992 seconds
Testing time for Neural Network: 0.0007061958312988281 seconds
RMSE for Neural Network: 422.5331292375535
MAE for Neural Network: 336.86085994653286
Training time for Neural Network: 0.6264522075653076 seconds
Testing time for Neural Network: 0.0007619857788085938 seconds
RMSE for Neural Network: 422.4764341677375
MAE for Neural Network: 336.7897431450744
Training time for Neural Network: 0.7424271106719971 seconds
Testing time for Neural Network: 0.0007801055908203125 seconds
RMSE for Neural Network: 0.3359146826902773
MAE for Neural Network: 0.2641255242401524
Training time for Neural Network: 1.4177138805389404 seconds
Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 423.8870507878525
MAE for Neural Network: 338.5575659858482
Training time for Neural Network: 0.7943060398101807 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 422.72472494661446
MAE for Neural Network: 337.10115209211216
Training time for Neural Network: 0.8321161270141602 seconds
Testing time for Neural Network: 0.0006887912750244141 seconds
RMSE for Neural Network: 423.88371167813034
MAE for Neural Network: 338.55338528312905
Training time for Neural Network: 1.0608062744140625 seconds
Testing time for Neural Network: 0.0019130706787109375 seconds
RMSE for Neural Network: 423.1222749652676
MAE for Neural Network: 337.5995456638264
Training time for Neural Network: 0.9304838180541992 seconds
Testing time for Neural Network: 0.0008459091186523438 seconds
RMSE for Neural Network: 422.15434375068116
MAE for Neural Network: 336.3856174217424
Training time for Neural Network: 0.8130748271942139 seconds
Testing time for Neural Network: 0.004880189895629883 seconds
RMSE for Neural Network: 424.24809967785194
MAE for Neural Network: 339.0095039094142
Training time for Neural Network: 1.588926076889038 seconds
Testing time for Neural Network: 0.0007371902465820312 seconds
RMSE for Neural Network: 422.68522179792035
MAE for Neural Network: 337.051613832356
Training time for Neural Network: 1.0040037631988525 seconds
Testing time for Neural Network: 0.0014760494232177734 seconds
RMSE for Neural Network: 10.769836501532167
MAE for Neural Network: 9.04849996262123
Training time for Neural Network: 0.5854277610778809 seconds
Testing time for Neural Network: 0.0006501674652099609 seconds
RMSE for Neural Network: 423.54239563573213
MAE for Neural Network: 338.12594482159096
Training time for Neural Network: 0.7092819213867188 seconds
Testing time for Neural Network: 0.0007030963897705078 seconds
RMSE for Neural Network: 0.2313749557244429
MAE for Neural Network: 0.18994526319091634
Training time for Neural Network: 0.9008090496063232 seconds
Testing time for Neural Network: 0.0014901161193847656 seconds
RMSE for Neural Network: 421.7530685278391
MAE for Neural Network: 335.88189065992634
Training time for Neural Network: 0.6273059844970703 seconds
Testing time for Neural Network: 0.0019459724426269531 seconds
RMSE for Neural Network: 423.9315402586463
MAE for Neural Network: 338.61326684981907
Training time for Neural Network: 0.563452959060669 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
RMSE for Neural Network: 0.49692690192641065
MAE for Neural Network: 0.3762616394278934
Training time for Neural Network: 0.8667666912078857 seconds
Testing time for Neural Network: 0.003509044647216797 seconds
RMSE for Neural Network: 421.8396950062667
MAE for Neural Network: 335.9906575243107
Training time for Neural Network: 1.0544190406799316 seconds
Testing time for Neural Network: 0.0013797283172607422 seconds
RMSE for Neural Network: 0.2921521659658204
MAE for Neural Network: 0.2239023700460203
Training time for Neural Network: 0.8815460205078125 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
RMSE for Neural Network: 423.48290863886433
MAE for Neural Network: 338.0514274039843
Training time for Neural Network: 0.34244728088378906 seconds
Testing time for Neural Network: 0.0005857944488525391 seconds
RMSE for Neural Network: 2.959379456405014
MAE for Neural Network: 2.6090438857381084
Training time for Neural Network: 0.6123812198638916 seconds
Testing time for Neural Network: 0.006128787994384766 seconds
RMSE for Neural Network: 422.91041641583365
MAE for Neural Network: 337.3339798681009
Training time for Neural Network: 0.7060642242431641 seconds
Testing time for Neural Network: 0.0006556510925292969 seconds
RMSE for Neural Network: 423.4316563664594
MAE for Neural Network: 337.98722057776365
Training time for Neural Network: 0.900907039642334 seconds
Testing time for Neural Network: 0.006985902786254883 seconds
RMSE for Neural Network: 0.1790554206098783
MAE for Neural Network: 0.14494690132019228
Training time for Neural Network: 0.6785061359405518 seconds
Testing time for Neural Network: 0.0019099712371826172 seconds
RMSE for Neural Network: 423.2467363596545
MAE for Neural Network: 337.75552327051207
Training time for Neural Network: 0.40485310554504395 seconds
Testing time for Neural Network: 0.0007798671722412109 seconds
RMSE for Neural Network: 0.47678708671477354
MAE for Neural Network: 0.3847671620330511
Training time for Neural Network: 0.7452399730682373 seconds
Testing time for Neural Network: 0.0011568069458007812 seconds
RMSE for Neural Network: 0.4418310940320397
MAE for Neural Network: 0.35709654785252626
Training time for Neural Network: 0.9019618034362793 seconds
Testing time for Neural Network: 0.0007028579711914062 seconds
RMSE for Neural Network: 0.4845609357730745
MAE for Neural Network: 0.38616379965472514
Training time for Neural Network: 0.7787578105926514 seconds
Testing time for Neural Network: 0.0023870468139648438 seconds
RMSE for Neural Network: 7.094883458408938
MAE for Neural Network: 5.918202178148701
Training time for Neural Network: 0.9162030220031738 seconds
Testing time for Neural Network: 0.001566171646118164 seconds
RMSE for Neural Network: 421.99669605191434
MAE for Neural Network: 336.18775280989985
Training time for Neural Network: 1.5485119819641113 seconds
Testing time for Neural Network: 0.002724885940551758 seconds
RMSE for Neural Network: 421.7657969176182
MAE for Neural Network: 335.897873036124
Training time for Neural Network: 0.5000720024108887 seconds
Testing time for Neural Network: 0.0008461475372314453 seconds
RMSE for Neural Network: 24.108759568725517
MAE for Neural Network: 20.158691980536343
Training time for Neural Network: 1.3284671306610107 seconds
Testing time for Neural Network: 0.006582021713256836 seconds
RMSE for Neural Network: 423.4807529029587
MAE for Neural Network: 338.0487268721705
Training time for Neural Network: 0.8868820667266846 seconds
Testing time for Neural Network: 0.0006549358367919922 seconds
RMSE for Neural Network: 423.77041645925044
MAE for Neural Network: 338.4115239271339
Training time for Neural Network: 0.8507421016693115 seconds
Testing time for Neural Network: 0.002273082733154297 seconds
RMSE for Neural Network: 422.7495125823464
MAE for Neural Network: 337.1322352568054
Training time for Neural Network: 0.9532008171081543 seconds
Testing time for Neural Network: 0.0012540817260742188 seconds
RMSE for Neural Network: 421.78635966040383
MAE for Neural Network: 335.9236920138472
Training time for Neural Network: 0.687889814376831 seconds
Testing time for Neural Network: 0.0013129711151123047 seconds
RMSE for Neural Network: 0.6335158049321211
MAE for Neural Network: 0.431322613639137
Training time for Neural Network: 0.6056399345397949 seconds
Testing time for Neural Network: 0.0006041526794433594 seconds
RMSE for Neural Network: 0.8132660317381434
MAE for Neural Network: 0.6455891747487297
Training time for Neural Network: 0.7175829410552979 seconds
Testing time for Neural Network: 0.0009708404541015625 seconds
RMSE for Neural Network: 423.202167525958
MAE for Neural Network: 337.69967168966497
Training time for Neural Network: 1.3031120300292969 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 0.4749473038908665
MAE for Neural Network: 0.38014236525901085
Training time for Neural Network: 1.0940659046173096 seconds
Testing time for Neural Network: 0.0030641555786132812 seconds
RMSE for Neural Network: 421.9270711545976
MAE for Neural Network: 336.10035262364033
Training time for Neural Network: 0.8901309967041016 seconds
Testing time for Neural Network: 0.0007061958312988281 seconds
RMSE for Neural Network: 0.1993869227428172
MAE for Neural Network: 0.157099528389648
Training time for Neural Network: 0.5381379127502441 seconds
Testing time for Neural Network: 0.0007541179656982422 seconds
RMSE for Neural Network: 0.36660958858364995
MAE for Neural Network: 0.290201417963741
Training time for Neural Network: 0.696270227432251 seconds
Testing time for Neural Network: 0.0014688968658447266 seconds
RMSE for Neural Network: 0.23925705746735482
MAE for Neural Network: 0.17630118990753033
Training time for Neural Network: 0.32021093368530273 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 424.3857439913599
MAE for Neural Network: 339.1817409055779
Training time for Neural Network: 0.48427867889404297 seconds
Testing time for Neural Network: 0.00864410400390625 seconds
RMSE for Neural Network: 421.9572346839025
MAE for Neural Network: 336.13821794423274
Training time for Neural Network: 0.7520380020141602 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 423.6238561299527
MAE for Neural Network: 338.22797806072964
Training time for Neural Network: 1.4823739528656006 seconds
Testing time for Neural Network: 0.0007300376892089844 seconds
RMSE for Neural Network: 0.10328338616684332
MAE for Neural Network: 0.07863734128915847
Training time for Neural Network: 1.6945672035217285 seconds
Testing time for Neural Network: 0.002458810806274414 seconds
RMSE for Neural Network: 422.80333596064014
MAE for Neural Network: 337.19972502966914
Training time for Neural Network: 1.6425058841705322 seconds
Testing time for Neural Network: 0.0007450580596923828 seconds
RMSE for Neural Network: 421.6435875068392
MAE for Neural Network: 335.74440955327316
Training time for Neural Network: 1.0300250053405762 seconds
Testing time for Neural Network: 0.0007479190826416016 seconds
RMSE for Neural Network: 423.067331039184
MAE for Neural Network: 337.53068046217226
Training time for Neural Network: 0.8409988880157471 seconds
Testing time for Neural Network: 0.0006883144378662109 seconds
RMSE for Neural Network: 0.2228480170499277
MAE for Neural Network: 0.16192780904539952
Training time for Neural Network: 0.920050859451294 seconds
Testing time for Neural Network: 0.0007359981536865234 seconds
RMSE for Neural Network: 0.32014132492951025
MAE for Neural Network: 0.2523317878429905
Training time for Neural Network: 1.083441972732544 seconds
Testing time for Neural Network: 0.0007948875427246094 seconds
RMSE for Neural Network: 422.7082102769075
MAE for Neural Network: 337.08044247055454
Training time for Neural Network: 1.2099828720092773 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 422.3274875187237
MAE for Neural Network: 336.6028823027459
Training time for Neural Network: 0.5409998893737793 seconds
Testing time for Neural Network: 0.0009682178497314453 seconds
RMSE for Neural Network: 423.4018989995662
MAE for Neural Network: 337.9499396908917
Training time for Neural Network: 0.5503590106964111 seconds
Testing time for Neural Network: 0.000843048095703125 seconds
RMSE for Neural Network: 422.15118723454196
MAE for Neural Network: 336.3816560756128
Training time for Neural Network: 0.7258689403533936 seconds
Testing time for Neural Network: 0.0007402896881103516 seconds
RMSE for Neural Network: 10.283245159178108
MAE for Neural Network: 8.65453863314074
Training time for Neural Network: 0.616239070892334 seconds
Testing time for Neural Network: 0.0006577968597412109 seconds
RMSE for Neural Network: 6.837140005960653
MAE for Neural Network: 5.715623669950089
Training time for Neural Network: 1.226337194442749 seconds
Testing time for Neural Network: 0.0007321834564208984 seconds
RMSE for Neural Network: 422.2618187696916
MAE for Neural Network: 336.52048563397506
Training time for Neural Network: 1.235339879989624 seconds
Testing time for Neural Network: 0.0017871856689453125 seconds
RMSE for Neural Network: 423.31003663492424
MAE for Neural Network: 337.83484245485903
Training time for Neural Network: 1.5673489570617676 seconds
Testing time for Neural Network: 0.0007047653198242188 seconds
RMSE for Neural Network: 423.3153789819723
MAE for Neural Network: 337.84153643874123
Training time for Neural Network: 0.6521649360656738 seconds
Testing time for Neural Network: 0.0007390975952148438 seconds
RMSE for Neural Network: 421.71140140413104
MAE for Neural Network: 335.82956947665383
Training time for Neural Network: 1.439789056777954 seconds
Testing time for Neural Network: 0.00864100456237793 seconds
RMSE for Neural Network: 0.1218093047670372
MAE for Neural Network: 0.09777160695291533
Training time for Neural Network: 0.9503641128540039 seconds
Testing time for Neural Network: 0.0006678104400634766 seconds
RMSE for Neural Network: 424.24450617929057
MAE for Neural Network: 339.0050068715043
Training time for Neural Network: 0.603341817855835 seconds
Testing time for Neural Network: 0.0006639957427978516 seconds
RMSE for Neural Network: 0.3841987573151252
MAE for Neural Network: 0.31703202363853655
Training time for Neural Network: 0.8217689990997314 seconds
Testing time for Neural Network: 0.0024590492248535156 seconds
RMSE for Neural Network: 0.44670406382570843
MAE for Neural Network: 0.35859483348764487
Training time for Neural Network: 0.8325481414794922 seconds
Testing time for Neural Network: 0.0020537376403808594 seconds
RMSE for Neural Network: 0.4244842955392932
MAE for Neural Network: 0.33890497536215386
Training time for Neural Network: 0.9655489921569824 seconds
Testing time for Neural Network: 0.0006883144378662109 seconds
RMSE for Neural Network: 422.33897747303166
MAE for Neural Network: 336.617298357652
Training time for Neural Network: 1.6915130615234375 seconds
Testing time for Neural Network: 0.015332221984863281 seconds
RMSE for Neural Network: 423.0117634122048
MAE for Neural Network: 337.4610283362238
Training time for Neural Network: 0.8917338848114014 seconds
Testing time for Neural Network: 0.00202178955078125 seconds
RMSE for Neural Network: 0.2427813453362619
MAE for Neural Network: 0.1908306715715629
Training time for Neural Network: 0.8132731914520264 seconds
Testing time for Neural Network: 0.0007441043853759766 seconds
RMSE for Neural Network: 423.6621557503988
MAE for Neural Network: 338.27594634516026
Training time for Neural Network: 0.9321925640106201 seconds
Testing time for Neural Network: 0.0009131431579589844 seconds
RMSE for Neural Network: 0.10928067092716695
MAE for Neural Network: 0.06188620058400053
Training time for Neural Network: 0.8783209323883057 seconds
Testing time for Neural Network: 0.0014600753784179688 seconds
RMSE for Neural Network: 423.07795963633805
MAE for Neural Network: 337.5440024510663
Training time for Neural Network: 1.5428948402404785 seconds
Testing time for Neural Network: 0.00257110595703125 seconds
RMSE for Neural Network: 421.7211756703733
MAE for Neural Network: 335.84184323791516
Training time for Neural Network: 1.063581943511963 seconds
Testing time for Neural Network: 0.003450155258178711 seconds
RMSE for Neural Network: 0.6655660667448021
MAE for Neural Network: 0.5213369238706279
Training time for Neural Network: 1.3095858097076416 seconds
Testing time for Neural Network: 0.0006570816040039062 seconds
RMSE for Neural Network: 423.29501537383544
MAE for Neural Network: 337.81602049188564
Training time for Neural Network: 0.9978129863739014 seconds
Testing time for Neural Network: 0.0030050277709960938 seconds
RMSE for Neural Network: 0.574712518704062
MAE for Neural Network: 0.40599856559706465
Training time for Neural Network: 0.9221189022064209 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 422.0544758955594
MAE for Neural Network: 336.26027758882526
Training time for Neural Network: 1.7139902114868164 seconds
Testing time for Neural Network: 0.0008738040924072266 seconds
RMSE for Neural Network: 421.9953519230324
MAE for Neural Network: 336.18606560249117
Training time for Neural Network: 0.7448766231536865 seconds
Testing time for Neural Network: 0.0007450580596923828 seconds
RMSE for Neural Network: 0.9532180840899944
MAE for Neural Network: 0.733979310262332
Training time for Neural Network: 1.1521782875061035 seconds
Testing time for Neural Network: 0.0007319450378417969 seconds
RMSE for Neural Network: 422.62205246240376
MAE for Neural Network: 336.9723918782862
Training time for Neural Network: 1.162674903869629 seconds
Testing time for Neural Network: 0.0007779598236083984 seconds
RMSE for Neural Network: 0.13320720148549123
MAE for Neural Network: 0.1041879646712805
Training time for Neural Network: 1.105813980102539 seconds
Testing time for Neural Network: 0.001889944076538086 seconds
RMSE for Neural Network: 422.73202285119964
MAE for Neural Network: 337.1103036166437
Training time for Neural Network: 0.8248240947723389 seconds
Testing time for Neural Network: 0.0016608238220214844 seconds
RMSE for Neural Network: 21.637244519934967
MAE for Neural Network: 18.009980995155917
Training time for Neural Network: 0.739738941192627 seconds
Testing time for Neural Network: 0.0007200241088867188 seconds
RMSE for Neural Network: 0.5547783109353285
MAE for Neural Network: 0.43987326386987013
Training time for Neural Network: 1.159595012664795 seconds
Testing time for Neural Network: 0.0007200241088867188 seconds
RMSE for Neural Network: 0.3904768835795199
MAE for Neural Network: 0.29807467391203124
Training time for Neural Network: 0.9021611213684082 seconds
Testing time for Neural Network: 0.0035169124603271484 seconds
RMSE for Neural Network: 16.92163948728822
MAE for Neural Network: 13.9270115522662
Training time for Neural Network: 0.5707571506500244 seconds
Testing time for Neural Network: 0.0006468296051025391 seconds
RMSE for Neural Network: 423.4081712434674
MAE for Neural Network: 337.957797862952
Training time for Neural Network: 1.2798669338226318 seconds
Testing time for Neural Network: 0.0017290115356445312 seconds
RMSE for Neural Network: 0.206767603392443
MAE for Neural Network: 0.14668269724186594
Training time for Neural Network: 1.0288100242614746 seconds
Testing time for Neural Network: 0.015316963195800781 seconds
RMSE for Neural Network: 0.31976146317640186
MAE for Neural Network: 0.2669751605545059
Training time for Neural Network: 1.1586408615112305 seconds
Testing time for Neural Network: 0.0012989044189453125 seconds
RMSE for Neural Network: 422.5153837805146
MAE for Neural Network: 336.8386011012307
Training time for Neural Network: 0.8906009197235107 seconds
Testing time for Neural Network: 0.0010640621185302734 seconds
RMSE for Neural Network: 422.8812757461068
MAE for Neural Network: 337.29744593947544
Training time for Neural Network: 1.7345621585845947 seconds
Testing time for Neural Network: 0.0024039745330810547 seconds
RMSE for Neural Network: 0.18881392977234135
MAE for Neural Network: 0.1474358550582194
Training time for Neural Network: 1.4735889434814453 seconds
Testing time for Neural Network: 0.0008766651153564453 seconds
RMSE for Neural Network: 422.8089252667397
MAE for Neural Network: 337.2067332451326
Training time for Neural Network: 0.980219841003418 seconds
Testing time for Neural Network: 0.0006999969482421875 seconds
RMSE for Neural Network: 0.15116939843135335
MAE for Neural Network: 0.11245704008416223
Training time for Neural Network: 0.788398265838623 seconds
Testing time for Neural Network: 0.0015337467193603516 seconds
RMSE for Neural Network: 0.37337724051379856
MAE for Neural Network: 0.2995191961589449
Training time for Neural Network: 1.7938721179962158 seconds
Testing time for Neural Network: 0.001577138900756836 seconds
RMSE for Neural Network: 421.70302713834104
MAE for Neural Network: 335.8190535962469
Training time for Neural Network: 0.7933697700500488 seconds
Testing time for Neural Network: 0.0010421276092529297 seconds
RMSE for Neural Network: 423.7450001251252
MAE for Neural Network: 338.3796961871101
Training time for Neural Network: 0.9717588424682617 seconds
Testing time for Neural Network: 0.003587961196899414 seconds
RMSE for Neural Network: 423.58950002739317
MAE for Neural Network: 338.18494672899834
Training time for Neural Network: 0.7440111637115479 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 421.7312889017725
MAE for Neural Network: 335.854542472465
Training time for Neural Network: 0.4366300106048584 seconds
Testing time for Neural Network: 0.0032732486724853516 seconds
RMSE for Neural Network: 422.02121604651205
MAE for Neural Network: 336.21853080104813
Training time for Neural Network: 0.958712100982666 seconds
Testing time for Neural Network: 0.0008490085601806641 seconds
RMSE for Neural Network: 0.19728662868642513
MAE for Neural Network: 0.12365326200793067
Training time for Neural Network: 0.976362943649292 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 422.95401619618286
MAE for Neural Network: 337.3886386307628
Training time for Neural Network: 0.8260481357574463 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
RMSE for Neural Network: 0.1518486943936807
MAE for Neural Network: 0.11620046534131641
Training time for Neural Network: 1.1468908786773682 seconds
Testing time for Neural Network: 0.005807161331176758 seconds
RMSE for Neural Network: 0.2448813425112034
MAE for Neural Network: 0.14566520934780472
Training time for Neural Network: 1.3193106651306152 seconds
Testing time for Neural Network: 0.0019168853759765625 seconds
RMSE for Neural Network: 0.3171973911098892
MAE for Neural Network: 0.2485486431864522
Training time for Neural Network: 1.3461251258850098 seconds
Testing time for Neural Network: 0.0010728836059570312 seconds
RMSE for Neural Network: 422.59149536543384
MAE for Neural Network: 336.9340671642332
Training time for Neural Network: 0.13014483451843262 seconds
Testing time for Neural Network: 0.0005388259887695312 seconds
RMSE for Neural Network: 1.646494137896517
MAE for Neural Network: 1.2546598024227709
Training time for Neural Network: 0.11540079116821289 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 15.87293192693435
MAE for Neural Network: 12.391316405632805
Training time for Neural Network: 0.06900978088378906 seconds
Testing time for Neural Network: 0.0005528926849365234 seconds
RMSE for Neural Network: 422.1547641883246
MAE for Neural Network: 336.3861450588275
Training time for Neural Network: 0.06281900405883789 seconds
Testing time for Neural Network: 0.0005319118499755859 seconds
RMSE for Neural Network: 423.4130724616879
MAE for Neural Network: 337.963938301241
Training time for Neural Network: 1.2480778694152832 seconds
Testing time for Neural Network: 0.0017101764678955078 seconds
RMSE for Neural Network: 0.39754134588827955
MAE for Neural Network: 0.31810253344026423
Training time for Neural Network: 2.011281967163086 seconds
Testing time for Neural Network: 0.003635883331298828 seconds
RMSE for Neural Network: 422.08360422569524
MAE for Neural Network: 336.29683706034456
Training time for Neural Network: 1.1749191284179688 seconds
Testing time for Neural Network: 0.004004955291748047 seconds
RMSE for Neural Network: 0.1464391094408952
MAE for Neural Network: 0.11149469759349977
Training time for Neural Network: 1.556082010269165 seconds
Testing time for Neural Network: 0.0007469654083251953 seconds
RMSE for Neural Network: 422.787813143689
MAE for Neural Network: 337.18026128980534
Training time for Neural Network: 1.488090991973877 seconds
Testing time for Neural Network: 0.0015168190002441406 seconds
RMSE for Neural Network: 423.5788960517711
MAE for Neural Network: 338.17166475190623
Training time for Neural Network: 1.0319788455963135 seconds
Testing time for Neural Network: 0.004815101623535156 seconds
RMSE for Neural Network: 0.5684461493974033
MAE for Neural Network: 0.4500118396272186
Training time for Neural Network: 1.1437289714813232 seconds
Testing time for Neural Network: 0.0033829212188720703 seconds
RMSE for Neural Network: 0.20203621802918925
MAE for Neural Network: 0.1619922434141831
Training time for Neural Network: 1.0564837455749512 seconds
Testing time for Neural Network: 0.0010979175567626953 seconds
RMSE for Neural Network: 0.9684371338093931
MAE for Neural Network: 0.7585115347026329
Training time for Neural Network: 1.0773200988769531 seconds
Testing time for Neural Network: 0.0007297992706298828 seconds
RMSE for Neural Network: 0.14904723403165596
MAE for Neural Network: 0.11616969163557736
Training time for Neural Network: 1.5325891971588135 seconds
Testing time for Neural Network: 0.002789735794067383 seconds
RMSE for Neural Network: 422.1369306205296
MAE for Neural Network: 336.3637641815188
Training time for Neural Network: 1.0787630081176758 seconds
Testing time for Neural Network: 0.0006968975067138672 seconds
RMSE for Neural Network: 0.8960940912082261
MAE for Neural Network: 0.728901842072338
Training time for Neural Network: 1.1701061725616455 seconds
Testing time for Neural Network: 0.005154848098754883 seconds
RMSE for Neural Network: 422.3475578482135
MAE for Neural Network: 336.62806371571077
Training time for Neural Network: 1.0247299671173096 seconds
Testing time for Neural Network: 0.0015330314636230469 seconds
RMSE for Neural Network: 424.38109575114953
MAE for Neural Network: 339.1759249881761
Training time for Neural Network: 2.0021610260009766 seconds
Testing time for Neural Network: 0.0026111602783203125 seconds
RMSE for Neural Network: 423.80306382411646
MAE for Neural Network: 338.45240517293803
Training time for Neural Network: 1.4384377002716064 seconds
Testing time for Neural Network: 0.0010161399841308594 seconds
RMSE for Neural Network: 1.8087258911978394
MAE for Neural Network: 0.9548661596422308
Training time for Neural Network: 1.8421339988708496 seconds
Testing time for Neural Network: 0.0051648616790771484 seconds
RMSE for Neural Network: 0.17792197492737752
MAE for Neural Network: 0.13595947602770797
Training time for Neural Network: 0.8114790916442871 seconds
Testing time for Neural Network: 0.0033385753631591797 seconds
RMSE for Neural Network: 423.2370289509917
MAE for Neural Network: 337.7433586851133
Training time for Neural Network: 1.032505750656128 seconds
Testing time for Neural Network: 0.0015668869018554688 seconds
RMSE for Neural Network: 422.0054305732247
MAE for Neural Network: 336.19871667502144
Training time for Neural Network: 0.779109001159668 seconds
Testing time for Neural Network: 0.004224061965942383 seconds
RMSE for Neural Network: 423.7161906811833
MAE for Neural Network: 338.3436180955854
Training time for Neural Network: 1.1421048641204834 seconds
Testing time for Neural Network: 0.0029642581939697266 seconds
RMSE for Neural Network: 421.6899901344135
MAE for Neural Network: 335.8026823004846
Training time for Neural Network: 0.92677903175354 seconds
Testing time for Neural Network: 0.0015480518341064453 seconds
RMSE for Neural Network: 0.2472898379527514
MAE for Neural Network: 0.1938400046578441
Training time for Neural Network: 1.161620855331421 seconds
Testing time for Neural Network: 0.005058765411376953 seconds
RMSE for Neural Network: 0.3804065067373497
MAE for Neural Network: 0.31508447983150994
Training time for Neural Network: 1.783503770828247 seconds
Testing time for Neural Network: 0.0015180110931396484 seconds
RMSE for Neural Network: 422.2658012720998
MAE for Neural Network: 336.5254828160967
Training time for Neural Network: 0.6246106624603271 seconds
Testing time for Neural Network: 0.0006992816925048828 seconds
RMSE for Neural Network: 0.14368931591365494
MAE for Neural Network: 0.1067524280537573

Optimal alpha for Lasso: 0.13833569499459486
RMSE for Lasso on test set: 0.0007098423289811875
MAE for Lasso on test set: 0.0005498645150159209
Training time for Lasso: 0.006005764007568359 seconds
Testing time for Lasso: 0.0006442070007324219 seconds

Optimal alpha for Ridge: 1.0022757656713566e-05
RMSE for Ridge on test set: 1.6636764835770702e-10
MAE for Ridge on test set: 1.2330074738997608e-10
Training time for Ridge: 0.006097078323364258 seconds
Testing time for Ridge: 0.0004360675811767578 seconds

Optimal hidden layer sizes for Neural Network: (96, 67)
Optimal learning rate for Neural Network: 0.0064833264563866864
RMSE for Neural Network on test set: 0.3560055871907722
MAE for Neural Network on test set: 0.296348214103722
Training time for Neural Network: 0.799685001373291 seconds
Testing time for Neural Network: 0.006699085235595703 seconds


# from sklearn.linear_model import Ridge
# import pandas as pd

# # Best hyperparameters obtained from hyperparameter tuning
# best_ridge_hyperparameters = {'alpha': 0.0001}  # Replace with your actual best hyperparameters

# # Initialize and fit the Ridge Regression model with the best hyperparameters
# ridge_model = Ridge(alpha=best_ridge_hyperparameters['alpha'])

# # Training the Ridge model with your original dataset (assuming df is your original DataFrame)
# X = df.drop("Total", axis=1)
# y = df["Total"]
# ridge_model.fit(X, y)

# # Now, make predictions on the new data
# new_data = pd.DataFrame({
#     'Branch': [0],
#     'City': [2],
#     'Customer type': [0],
#     'Gender': [0],
#     'Product line': [3],
#     'Unit price': [74.69],
#     'Quantity': [7],
#     'Tax 5%': [26.1415],
#     'Payment': [2],
#     'cogs': [522.83],
#     'gross margin percentage': [4.761905],
#     'gross income': [26.1415],
#     'Rating': [9.1],
#     'Sentiment':[1]
# })

# sales_prediction = ridge_model.predict(new_data)

# # Display the predicted sales
# print("Predicted Sales:", sales_prediction)

	Branch	City	Customer type	Gender	Product line	Unit price	Quantity	Tax 5%	Total	Payment	cogs	gross margin percentage	gross income	Rating	Sentiment
Branch	1.000000	-0.507401	-0.019608	-0.056318	-0.053938	0.028202	0.015964	0.040518	0.040518	-0.050104	0.040518	NaN	0.040518	0.010238	0.000807
City	-0.507401	1.000000	0.004899	0.012219	0.008811	-0.013763	-0.002121	-0.012773	-0.012773	0.019094	-0.012773	NaN	-0.012773	0.049585	0.063307
Customer type	-0.019608	0.004899	1.000000	0.039996	-0.036800	-0.020238	-0.016763	-0.019903	-0.019903	0.018073	-0.019903	NaN	-0.019903	0.018889	0.011484
Gender	-0.056318	0.012219	0.039996	1.000000	0.005193	0.015445	-0.074258	-0.049195	-0.049195	0.044578	-0.049195	NaN	-0.049195	0.004800	-0.014793
Product line	-0.053938	0.008811	-0.036800	0.005193	1.000000	0.019321	0.020256	0.031760	0.031760	0.029896	0.031760	NaN	0.031760	-0.020529	-0.014339
Unit price	0.028202	-0.013763	-0.020238	0.015445	0.019321	1.000000	0.010778	0.634170	0.634170	-0.015941	0.634170	NaN	0.634170	-0.008778	-0.008579
Quantity	0.015964	-0.002121	-0.016763	-0.074258	0.020256	0.010778	1.000000	0.706024	0.706024	-0.003921	0.706024	NaN	0.706024	-0.015815	-0.000016
Tax 5%	0.040518	-0.012773	-0.019903	-0.049195	0.031760	0.634170	0.706024	1.000000	1.000000	-0.012882	1.000000	NaN	1.000000	-0.036213	-0.023561
Total	0.040518	-0.012773	-0.019903	-0.049195	0.031760	0.634170	0.706024	1.000000	1.000000	-0.012882	1.000000	NaN	1.000000	-0.036213	-0.023561
Payment	-0.050104	0.019094	0.018073	0.044578	0.029896	-0.015941	-0.003921	-0.012882	-0.012882	1.000000	-0.012882	NaN	-0.012882	-0.005381	-0.006804
cogs	0.040518	-0.012773	-0.019903	-0.049195	0.031760	0.634170	0.706024	1.000000	1.000000	-0.012882	1.000000	NaN	1.000000	-0.036213	-0.023561
gross margin percentage	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
gross income	0.040518	-0.012773	-0.019903	-0.049195	0.031760	0.634170	0.706024	1.000000	1.000000	-0.012882	1.000000	NaN	1.000000	-0.036213	-0.023561
Rating	0.010238	0.049585	0.018889	0.004800	-0.020529	-0.008778	-0.015815	-0.036213	-0.036213	-0.005381	-0.036213	NaN	-0.036213	1.000000	0.935378
Sentiment	0.000807	0.063307	0.011484	-0.014793	-0.014339	-0.008579	-0.000016	-0.023561	-0.023561	-0.006804	-0.023561	NaN	-0.023561	0.935378	1.000000

Sales Prediction by Using Dataset 1¶

Converting Reviews to Sentimental Analysis¶

Data Preprocessing and Handling Categorical Features¶

Outliers¶

Model Building Lasso and Ridge Regression¶

Neural Network¶

Important Feature¶

Hyperparameter Tuning with Optuna¶

Particle swarm optimisation¶

Differential Evolution Optimisation¶

	Invoice ID	Branch	City	Customer type	Gender	Product line	Unit price	Quantity	Tax 5%	Total	Date	Time	Payment	cogs	gross margin percentage	gross income	Rating	Review
0	750-67-8428	A	Yangon	Member	Female	Health and beauty	74.69	7	26.1415	548.9715	1/5/2019	13:08	Ewallet	522.83	4.761905	26.1415	9.1	Excellent
1	226-31-3081	C	Naypyitaw	Normal	Female	Electronic accessories	15.28	5	3.8200	80.2200	3/8/2019	10:29	Cash	76.40	4.761905	3.8200	9.6	Excellent
2	631-41-3108	A	Yangon	Normal	Male	Home and lifestyle	46.33	7	16.2155	340.5255	3/3/2019	13:23	Credit card	324.31	4.761905	16.2155	7.4	Good
3	123-19-1176	A	Yangon	Member	Male	Health and beauty	58.22	8	23.2880	489.0480	1/27/2019	20:33	Ewallet	465.76	4.761905	23.2880	8.4	Good
4	373-73-7910	A	Yangon	Normal	Male	Sports and travel	86.31	7	30.2085	634.3785	2/8/2019	10:37	Ewallet	604.17	4.761905	30.2085	5.3	Average

Sales Prediction by Using Dataset 1¶

Converting Reviews to Sentimental Analysis¶

Data Preprocessing and Handling Categorical Features¶

Outliers¶

Model Building Lasso and Ridge Regression¶

Neural Network¶

Important Feature¶

Hyperparameter Tuning with Optuna¶

Particle swarm optimisation¶

Differential Evolution Optimisation¶

Modal Prediction¶